{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ETS models\n",
    "\n",
    "The ETS models are a family of time series models with an underlying state space model consisting of a level component, a trend component (T), a seasonal component (S), and an error term (E).\n",
    "\n",
    "This notebook shows how they can be used with `statsmodels`. For a more thorough treatment we refer to [1], chapter 8 (free online resource), on which the implementation in statsmodels and the examples used in this notebook are based.\n",
    "\n",
    "`statsmodels` implements all combinations of:\n",
    "- additive and multiplicative error model\n",
    "- additive and multiplicative trend, possibly dampened\n",
    "- additive and multiplicative seasonality\n",
    "\n",
    "However, not all of these methods are stable. Refer to [1] and references therein for more info about model stability.\n",
    "\n",
    "[1] Hyndman, Rob J., and George Athanasopoulos. *Forecasting: principles and practice*, 3rd edition, OTexts, 2019. https://www.otexts.org/fpp3/7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "%matplotlib inline\n",
    "from statsmodels.tsa.exponential_smoothing.ets import ETSModel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams['figure.figsize'] = (12, 8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Simple exponential smoothing\n",
    "\n",
    "The simplest of the ETS models is also known as *simple exponential smoothing*. In ETS terms, it corresponds to the (A, N, N) model, that is, a model with additive errors, no trend, and no seasonality. The state space formulation of Holt's method is:\n",
    "\n",
    "\\begin{align}\n",
    "y_{t} &= y_{t-1} + e_t\\\\\n",
    "l_{t} &= l_{t-1} + \\alpha e_t\\\\\n",
    "\\end{align}\n",
    "\n",
    "This state space formulation can be turned into a different formulation, a forecast and a smoothing equation (as can be done with all ETS models):\n",
    "\n",
    "\\begin{align}\n",
    "\\hat{y}_{t|t-1} &= l_{t-1}\\\\\n",
    "l_{t} &= \\alpha y_{t-1} + (1 - \\alpha) l_{t-1}\n",
    "\\end{align}\n",
    "\n",
    "Here, $\\hat{y}_{t|t-1}$ is the forecast/expectation of $y_t$ given the information of the previous step. In the simple exponential smoothing model, the forecast corresponds to the previous level. The second equation (smoothing equation) calculates the next level as weighted average of the previous level and the previous observation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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YRw9vTEiJ5+6PLqeiqZOvPrHjtIsc96w/xBsH6/j+tQuYM/H0fxRc5NkM2D85N5BeKakhITaKswuyA/7ao+HPFeqJwBvGmJ24E+PnrbUvAD8FLjXGHAAu9fyMtbYYeALYA7wAfN5aO/rtqyLj2KObj/HSnmq+ccVc5uWm+fz8jlT3aF1tTBSRSPbgm2V86fEdrJyRyWO3nRmSrdtWTM/ku1fP4+W9Ndz72qEhj9tyuIFfvrSfa5dM5sNnTB3yuIFm56SQl5EY8PZ51lrWllRzTkG2zxeE/MVvkxKttaXAkkHurwcuHuI5PwZ+7K+YRMaDQ7Vt/PC5PZw7K5tPnjPTL6/hSHW/qdS2dlMYuI5RIiIBYa3lf17az12vHOSy+RO56yO+/6TPl246ewZbjzbx3y/uY+nUjFNWdZs6erjz0e3kZSTyn+9b6HVNsjGGNYUO/ratnO4+Z8A2YR6saeNYQyefuaAgIK/nC5qUKBJBevpcfOmxHcTHRvGLDy0hKso/GzmyU9yjaNXpQ0QijdNl+e5TRdz1ykE+vHIqv/nY8pBOpsGd+P70/YvId6Rw56PbqWruOvGYtZav/WUXtW3d3P3RZaQmxI7o3BcV5tDR42RzWYOvwx7S2hPt8sKjfhqUUItElF+9vJ/d5c389P2LmZiW4LfXGbhCLSISKbr7nNz56Hb+vOkon7mggJ9+YBExfh4p7ivJ8THce+NyOnqc3PHINnqdLsA9JfflvdV884pCFk/JGPF5z8rPJj4mKqBlH6/srWF+bhq56YkBe82xCo+rREROa2NpPfesP8SHV07lioX+rcNIiY8hITZKrfNEJGK0d/dx6x+28PzuSv7tqnl868rCsGjXNtCsnFT+6wOL2XKkkZ/+s4Si8mZ+8o8SLi7M4dZzR1cCmBgXzVkFEwK2MbGpo4ctRxrCprtHPyXUIhGgubOXrzy+g+lZSfy/a+f7/fWMMThSNdxFRCJDQ3sPH/3dRjaU1vPzDy7m0+fnBzukUbt2yWRuPnsGv3+jjJse2ExWchw/v37JmP44WDM3h7K6dsrq2n0Y6eDW76/FZcOr3AOUUItEhO8+VUR1aze/umEZyfF+22v8Lo6UeHX5EJGwV9HUyfX3vkVJVSv33riC61d61wEjlH3nqnksn5ZBY0cPd33E3at6LPqT23UBKPtYu7eG7JQ4loyiPCWYAvPOKyJ+s7+6lWd3VvDFi2ezdGpGwF7XkRofkNUKERF/OVjTxid+v4nWrj7++MlVrM6fEOyQfCIuJoqHPrmKYw2dzJ889tapU7OSmJWTwrp9NXxylKUj3uhzunh1Xw2XL5jkt031/qIVapEwt7G0HoAPLJ8S0NdVyYeIhLOj9R1cf+9b9Dgtj91+ZsQk0/1SE2J9kkz3WzPXwabSBtq7+3x2zpNtPdJIS1df2NVPgxJqkbC3qayB3PQEpmYFdjd0dko8jR299PS5Avq6IiK+8OyuCho7enn89jNZMDk92OGEvDWFOfQ4Xbx5sM5vr/FKSQ2x0YZzZzv89hr+ooRaJIxZa9lc1sCqmVkB343e3zqvvl2r1CISfjYcqqdwUioFjpRghxIWVk7PIiU+hnX7/FdHvbakhjPzJ5ASoL1AvqSEWiSMldW1U9vazaqZWQF/bYdnBG9da0/AX1tEZCy6+5xsOdLAmRFW5uFPcTFRnDc7m3UltVhrfX7+I/XtHKxpC7vuHv2UUIuEsf7JVatnBv5N4cRwl7au0xwpIhJadh5rpqvXxVkFSqhHYk1hDlUtXeytbPX5uV8Jw+mIAymhFgljm8oayE6Jo8CRHPDX1rREEQlXGw7VYwysDsKne+Hswrnu2mZ/lH28UlLDrJwUpk8I/PuZLyihFgljwaqfBvemRFBCLSLhZ0NpHfMmpZGRNLb+zONNTmoCi/LSfd6Puq27j42l9VwcpqvToIRaJGwdb+ygvKmTVTOCs8KSEBtNWkKMEmoRCStdvU62HW1SuccorZnrYNvRRhrbfbd/5o0DtfQ6bdiWe4ASapGwtanUXT+9Kgj10/2yUzUtUUTCy/ajTfT0uThLGxJHZU1hDi4Lrx2o9dk51+6tIS0hhhXTM312zkBTQi0SpjaXNZCWEEPhpNSgxeBIiVeXDxEJKxtK64kysCpf9dOjsWRKBhOS43xW9uFyWdbtq+HCuTnERIdvWhq+kYuMc5sPu+ungzme1aEVahEJMxsP1bMwL520hNhghxKWoqIMF8xxsH5/LU7X2Nvn7Spvpq6tJyynIw6khFokDNW0dFFW1x6UdnkDafy4iISTzh4n2481qtxjjNYU5tDY0cuOY01jPtdLe6qIMnDBnPCbjjiQEmqRMLSprL9+OrgfWTpS42nr7qOjpy+ocYiIeGPrkUZ6nZYztSFxTM6f7SA6yvDqGNvnvXGgjvteK+Wiwolh33FFCbVIGNpUVk9yXDQLJqcFNQ5NSxSRcLKhtI7oKMMZQeqOFCnSk2JZMS3zxDCW0Sgqb+b2h7dQ4EjhFx9a4sPogkMJtUgY2lzWwIoZWUHfwKFpiSISTjYcqmfxlHRS4mOCHUrYW1OYQ3FFC9UtI//9f7iunZsf3ExGUhwPfXIV6YnhX8+uhFokzDS097C/ui0kJnxpuIuIhIv27j52HW9W/bSPrCl01zyPtOyjprWLTzywGafL8sdbVzExLcEf4QWcEmoRH3O5LD9+fg9F5c1+Of9mT/10KCTUOSdWqFXyISKh7e3DDfS5rAa6+MjcialMTk8YUdlHa1cvNz/wNrWt3Tx4yyoKHCl+jDCwlFCL+Ng/iir53etl/PqVA345/+ayBuJjolg0Jd0v5x+JrOQ4jNEKtYiEvg2l9cRGG1ZOD/5iRCQwxnBhYQ5vHKijp8912uO7+5zc/vBW9le3cs+Ny1k6NcP/QQaQEmoRH3K5LHetdSfS60pqae7s9flrbD5cz7JpGcTHRPv83CMVEx3FhOQ4JdQiEvI2Hqpn6dQMEuOC/7szUlw0N4f2HidvH24Y9jiny/KVx3fy1qF6fn79Yi6cG949pwejhFrEh/5ZVMX+6jZuPXcmPU4XLxZV+fT8LV297KloCXr/6YGyU9SLWkRCW0tXL7vLVT/ta2fPmkBcTNSwUxOttfzg2WKe313Jd6+ex/uWTQlghIGjhFrER/pXpwscyXznqnlMn5DE0zvLffoaWw834rKhUT/dT9MSRSTUvV3WgMui/tM+lhQXw5n5E3hlmI2J/7fuIH/ccITbz8/nU+flBzC6wFJCLeIjLxZXsa+6lTsvnk10lOG6JZN561A9NaNoKTSUjWXuGsBl0zJ9ds6xcqTGU6cVahEJYRsO1RMXE8XyEPrdGSkumuugtLadI/Xtpzz22Oaj/Pe/9vP+5Xl884rCIEQXOEqoRXzA5bL8r2d1+prFkwF4z9I8rIVnd1X67HU2lzWweEpo1QA6PCUf1tpghyIiMqgNpfUsn5ZBQmzo/O6MFGsK3fXQJ5d9/Ku4iu/8fTcXznXwXx9YTFSUCUZ4AaOEWsQH/rWnipKqVr5wkXt1GmBWTgoL89J4Zodvyj46evrYfbw56OPGT+ZIjafH6aKlS+PHRST0NHX0sKeyhbPys4MdSkSaPiGZfEcyr+yrPXHf5rIGvvDodhZPyeA3H1tObJCHkAVC5P8vFPEz9+r0QfKzk7l2yeR3PXbdkjx2Hm+mrO7Uj8JGatuRJvpcNqTqp2HAtESVfYhICNpU1oC1qP+0H62Zm8PG0no6evooqWrhUw+9zZTMRB68+QyS4sbHVEol1CJj9K891eytbOELF886sTrd75oluRgDT/tglXpzWT1RBlZMD60aQIemJYpICNtwqJ6E2CiWTA1+7/5IdVFhDj19Lv6y5Tg3PbCZxLho/njrajKT44IdWsAooRYZA2vdnT1mZidz7eLJpzyem57I6plZPLOjYsw1xpvKGlgwOZ3UhNgxncfXTqxQq9OHiISgjaX1rJyeFRK9+yPVGTOySI6L5t+fKaazx8kfP7mavIzEYIcVUEqoRcbgpT3V7Kls4Y41s4gZokbsuqV5lNa1U1TeMurX6ep1sv1YU8iVe4BKPkTk3Xr6XDz01mGfdjgarfq2bkqqWlXu4WdxMVFcWJhDfEwU9990BnMnpQY7pIBTQi0ySta6O3vMmJDEdUtPXZ3ud9XCXGKjzZjKPnYdb6anzxVyGxIB0hNjiY02SqhFQpTTZWnu7A1YJ54ntx3n358p5obfbQx6Ur2pzD3B70wNdPG7/3zfIl7+ygUh+T4VCOOjUlzED17eW0NxRQs//+DiIVenAdKTYrlwbg7P7qrg21fNO6XO2hubSusBQvIXlTFG0xJFAsRaS0tXH43tPTR09NDQ5v7a/3Njew8N7b00DrjPnUzDD9+7kI+fOd2v8blclt+9Vsr0CUlUNXfxkd9t5LHbzjrxSVagbThUT1JcNIunqH7a39ITY0lPDK2SxEBSQi0yCu7V6f1Mn5DE+5blnfb465ZO5qU91Wwqq+fsgpG3btp8uIHCSalkJIXmBg9Hajx1qqEW8Zu27j4eeusw979eSmNH76DHxEVHkZUcR2ZyHFnJscyfnOb+OSmOl/dW83+vHORDK6f4tZb4pb3VlNa1c/dHl+FIiefmB9/mo7/byKO3nUl2SuCT6g2l9ZwxI2tctG2T4FJCLTIKr5TUUFTews9Oszrd7+LCiSTHRfP09ooRJ9S9ThdbjzTywRVTRhuu3zlS4qlsDn69pEik6ejp448bjvDb9Ydo7OhlzVwH58zKfidxToo78X1yXDTGDP4J2MoZmXz895t5cms5H109zS+xWmu5d/0hpmYlcsWCScRER/HAzWdwyx82u5PqT5/JhAAm1TWtXRysaQvp350SOZRQi4yQtZZfvXyAqVmJXq1OAyTGRXP5gkn8o6iS/3jvghGtEBWVN9PR42T1zNCtAXSkxrOrvDnYYYhEjM4eJ3/aeIR71x+ivr2HC+Y4+PKlc1g6NWNU5zt3VjZLpmZwz3r3KrU3CwEjteVII9uPNvEf1y04cf6zCibwwE1ncMsf3uZj92/ikU+fSVaAWqltLHXXT5+l+mkJAH0GIjJC6/bVsLu8mTvWzBrRx4jvWTqZ1q4+Xh0wTcobmz2bas6YGVr9pwdypMZT39aN06Xx4yJj0dXr5P7XSznvZ+v48T/2Mn9yGk9+9mwe+uSqUSfT4N7rcMeaWRxr6OSZnRW+C3iA364/RGZSLNevmPqu+8+elc3vbzqDsrp2Pnb/Jhrbe/zy+ifbcKie1PgYFkxOC8jryfimhFpkBKy1/O/LB5iSmcj7l4/sY8RzZ2UzITmOZ3aM7M1sc1kD+Y5kclITRvS8QHKkxuOy0BCgN0qRSNPV6+TBN8s4/2fr+NHze5kzMYW/fOYsHr51tc+GOV1cmEPhpFT+b91Bn//xe7CmlZf31nDT2TNIjDv1E7hzZ2fzu0+s5FBtGzf+fhNNHf7/XbGxtJ5VM7P8shovcjJdZSIj8Or+WnYeH/nqNEBMdBTXLM7l5b3VtHYNvqnoZE6XZfPhhpDsPz2QpiWKjE53n5OHNxzmwp+/yg+e3cPM7GQeu+1MHvn0mZwxw7f/7qOiDHdcNItDte28UFTl03Pf91opCbFRfOKsGUMec/4cB/d9fAUHqt1JdfMQmyt9oaq5i7K6dvWfloBRQi3ipf7a6byMka9O93vP0jy6+1z8q7jaq+NLqlpo7eoLyXZ5A2V7WmKp04eId3r6XPx50xHW/PxVvvd0MVOzEnnk06t5/Paz/Noz+cqFueQ7kvn1Kwd81pe6uqWLv28v50Mrp562PvrCuTn89uMr2F/Vxscf2ERzp3+S6g2ldYD6T0vgKKEW8dL6/bXsPNbE59fMIi5mdP90lk/LYEpmIk97WcO4ybOpJpQ3JIJWqEW85XRZ/rLlGGv++1X+7e9FTEpP4E+3ruaJ288aVUvNkYqOMnzuwlmUVLWydm+NT875wJtlOF2WT52b79XxawpzuOfG5eytbOETD2ymxctP7EZiw6F60hNjmZ+r+mkJDK+zAmNMsjHGf80rRUJY/1TEvIzEMbVgMsZw3dLJvHGg1qvkc3NZA1MyE5mckTjq1wyEE+PHtUItMihrLS8UVXL5r17j63/dxYSUOP5wyxk8+dmzOXd29pDt7vzhuqWTmZKZyN3rDo55lbq1q5dHNh7lqkW5TJuQ5PXzLp43kd98bAV7Kpq56YHNXpfBeWtDaT2rZ2YRNYpBWiKjMWRCbYyJMsZ81BjzvDGmBigBKo0xxcaYnxtjZgcuTJHgeu1AHduPNvG5NQWjXp3ud93SPFwWnt81/Cq1te766VAv9wBIjo8hKS5aK9TiM9UtXUEfW+0rbxyo473/9yaf+dM2rLXc87HlPP35c7hwbk5AE+l+sdFRfPbCAnYca+LNg/VjOtejm4/S2t3H7ecXjPi5l86fyN0fXc7u483c/ODbtHX3jSmWfscbOzjW0Kn6aQmo4TKDdUAB8G1gkrV2qrU2BzgP2Aj81BhzYwBiFAkqd2eP/UxOTzilHdRozJmYyrzctNOWfRysaaOhvYczQ7zco58jVePHxTfePtzApb9czwU/f5Xfrj9Er9MV7JBGZdvRRj76u43c+PtN1LX18PMPLubFL53PlYtyg5JID/TBFVOYmBbPr185MOpz9PS5+P0bZZxdMIFFoxztffmCSfz6I8vYcayJmx/Y7JOkesMh9x8JSqglkIZLqC+x1v7QWrvLWnvit5m1tsFa+6S19gPA4/4PUSS43jhYx7ajTXx2DLXTJ7tu6WS2H23iaH3HkMds8vSfDocVanDXUSuhlrF6aU81N96/ieyUeM6ZNYGf/LOEa3/9BluPNAY7NK/tq2rl03/cwvt/8xb7qlr592vn88rXLuD6lVNDpoVbfEw0t51fwKayBt4+3DCqczy9o5zqlm5uv2Dkq9MDXbkol7tuWMb2Y0188sG3aR9jUr2htJ6s5Djm5KSO6TwiIzHkv2xrbS+AMebhkx/rv6//GJFI1d93Ojc9gQ+t9N342muXTAbgmZ3lQx6zuayBiWnxTB9BXWIwOVLjVUMtY/L420e5/eEtFOam8dfPns39N53Bbz++gubOXj5wz1t8+2+7/dpqbayO1nfw5cd3cMX/vsbGQ/V89dI5vPaNNdxyzswRTUcNlI+smsqE5DjufuXgiJ/rclnue62UwkmpnD977Jspr16cy68+vJQtRxq4+cHRr1Rba9l4SPXTEnje/Km8YOAPno2JK/wTjkhoefNgPVuONPK5Cwt8+oaYl5HIqhlZPLWjYtBNQdZaNpXVs2rmhKB/NOyt7JR4tc2TUbHW8n/rDvLNJ3dz7mwHj3xq9Yn2a5cvmMRLX7mAW8+dyeNvH+XiX77KU9vLfdbyzRdqWrr43lNFXPzLV/nH7kpuOz+f176xhi9cPJvk+JhghzekpLgYbj1vJuv317LreNOInrtuXw0Hatr4zAUFPvsdde2Syfz6I8vZdrSJj/9+06i6fxxt6KCiuUvlHhJwQ/5LN8Z8G/gOkGiMaem/G+gB7gtAbCJBd9faA0xKS+BDZ4y9dvpk71k6me8+VcTeylbmnzQa92hDB9Ut3WFT7gHuFeqmjl66+5whuRonocnlsvzHc3v4w1uHed+yPH72wcWnDE1KiY/he9fM533L8vi3v+/mS4/v4K9bj/PD9y5kZnbymF6/u8/J5rIG1u+rfWfSpwGDO0k0BvrTxf680WBOfN/d5+KfRZX0OS0fPmMqd148m4lpoTvV9GQfP3M69756iLtfOch9n1jp9fN++1opeRmJXL0416fxXL04l+gouOOR7Xz8/k388dbVpCfGev38jaWe+mn1n5YAGzKhttb+BPiJMeYn1tpvBzAmkZDQ2N7D5sMNfPXSOX5JEK9elMv3nynm6R3lpyTU/f2nzwyzhBqgvq0n5Nv8SWjo7nPy1Sd28tyuSj517ky+c9W8YT+mX5iXzt8+dw6PbDrCz17Yx+W/eo3PXVjAZ0f4CdLxxg5e3VfLq/tqePNgPZ29TuJiopiYFk//wvfABXBrLZZ37u//qf+YKxZM4kuXzGHGGJP7YEhNiOXmc2Zy19oDlFS1UDjp9H2btx1tZHNZA9+7Zv6IJ8Z644qFudxzYxSf+/NWPnb/Rv5062oykoYfGNNvw6F6slPimZWT4vO4RIYz3Ar1cs+3fxnw/QnW2m1+i0okBBRVNAOwbFqmX86fmRzHBXMcPLOzgm9eUfiuRGJTWQNZyXFh9aYwcLiLEmo5nbbuPm5/eAtvHqznO1cVcpuXbdeiowwfP2sGly+YxH88t4dfvXyAZ3ZU8KP3LRxyMEpPn4stRxpOJNH7q9sAmJLp7iu/ptDBWfnZJMaNz09Wbjl7Br9/vZTfrDvEXR9Zdtrj71tfSnpiLDf44ZO7fpfOn8h9H1/J7X/aykd+t4k/DygDGoq1lg2l9ZyZnxU2pXISOYYr7toCFAO1np8HXp0WuMhfQYmEgt3l7oR6YZ7/Jm29Z+lk1pbU8PbhBlYP+Ihy8+F6Vs0IrzeFE8Nd1OlDTqO2tZtb/rCZvZWt/OL6JXxgFMOSctISuPujy7l+ZS3fe6qIj/5uE+9flsd3rp5Hdko8Vc1drN9fw7qSWt44WEdbdx+x0YZVM7P40MqpXDg3hwJHclj9G/OXzOQ4bjxrOr97rZQvXTKbfMfQf8iX1rbx4p4qPn/hLL/Xh68pzOH+T6zk03/cwkd/t5E/fWo12Z4/3AdTVtdOdUu36qclKIb71/BV4ANAJ/AY8HdrbVtAohIJAUXlzUzNSvT6o8bRuHT+RBJjo3l6Z8WJhLqiqZNjDZ3ccvZMv72uP2haonjjaH0HH39gE9UtXdz/iZWsKcwZ0/kumOPgX18+n7tfOchvXzvE2pIaJmcksrfSvfUnNz2Ba5dMZs1cB2fPyiYlhDcJBtOnzs3nD28e5p5XD/Hz65cMedz9b5QRGx3FTWfPCEhc589x8MDNZ3DrQ2/zkfs28udPryYndfAa9Q2qn5YgGq5t3v9Ya88F7gCmAmuNMU8YY5YGKjiRYCoqb2FR3uiGFXgrKS6GyxZM5B+7K+npc7d73xxm/af7TUhx/+GhFWoZSlF5M++/5y2aO3t55NNnjjmZ7pcQG83XLp/LP+48j+XTMkhLiOGbVxTywpfO461vXcRP3r+IyxZMUjI9DEdqPB9ZNY2/by/nWMPg/fFrW7v569bjfHDFlBN/QAfCObOy+cMtqyhv6uSG+zZSPcQEzQ2H6pmYFj/mjaoio3Ha3QTW2jLgaeBfwCpgjr+DEgm25o5ejjZ0sNDPCTW4h7w0dfTy+gF3ddWmsgZSE2KYl+u/UhN/iI+JJj0xVq3zZFBvHarjhvs2Ehdt+OtnzmK5H/YmzJ6YyoO3rOLx28/isxcWUDgpTSUdI3D7BfkYA7997dCgjz/01mF6nS4+fV5+gCODM/Mn8NAnV1Hd3MWHf7uBiqbOdz1urWVjaQNn5YdPq1GJLEMm1MaYfGPMd4wxm4AfADuBQmvtEwGLTuQkP/nHXp7eMfQwFF/p35C4cLL/E+rzZjvITIrl6R3uUeSbyuo5Y0YW0WE4lEDjx2Uw/9hdyc0PvM3kjASe/NzZzNIEu5CUm+7epPnEluOnrAK3d/fxxw2HuXz+pKCtAJ8xI4s/3rqa+rYePnzfBo43vrOSfrCmjbo21U9L8Ay3Qn0Q+BDwArABmAZ8zhjzFWPMVwIRnMhAFU2d/Pa1Uh7ecMTvr9W/IdHfJR8AsdFRXL04l5f2VHOkvp3S2nZWh1m5Rz+NH5eT/W3bcT7/yDYWT0nnL7efTW66OsCEss9eMAuny/K710rfdf9jbx+jpauP2y8I/Or0QCumZ/Lwp1bT3NHLh3+7kaP17qT6nfrpsU9tFBmN4RLq/wD+DriAFCD1pJtIQP1jdyXgTnb76439ZXd5M3kZiWSepk2Tr1y3NI/OXic/en4vEH710/00flxOdv/rZczPTePhW1eTnuT9gA4JjmkTkrhuyWT+vOko9Z5/y71OFw+8UcaqmVl+ayM6EkunZvDIp8+krbuPD9+3gcN17Ww4VE9eRiJTs/QHmwTHcINdvh/AOERO69ldlURHGbr7XJRUtbB4SobfXquovDkgq9P9VkzLJC8jkZf2VJMUFx2Q2m1/UMmHDNTrdHGwpo1bzpkxbns8h6PPrSng7zvKeeDNMr5+eSHP76qkvKmTH753QbBDO2FhXjqPfvpMPnb/Rj583wY6e5xcOn+S6qclaIarof6uMWbIP0WNMRcZY67xT1gi73asoYOdx5r42OppAGw70ui312ru7OVIfQeLpgQuqY2KMly7ZDLg/kjTH9PHAsGRGk9Hj5P27r5ghyIhoKyunR6ni8JcfagZTmblpHLlwkn88a0jNHf0cu/6Q8zOSeHCOb7pyuIr8yen8ehtZ9LntLR09al+WoJquHft3cBzxpi1xpifG2O+YYz5f8aYh40xu4FrgU2BCVPGu+d2ucs9Pn1ePhPT4tl+rMlvr1XcvyExwKvE1y11J9ThWj8N756WKNLfCzrcOtYIfH7NLFq7+/jcI1spqWrltvPzhx0LHyyFk9J47LYz+djqaVy2YGKww5FxbLiSj6eBp40xs4FzgFygBfgTcJu1tnOo54r42vO7K1gyNYOpWUksn5bJ9qNNfnutov4JiZMDmwTMy03j4VtXhUSN4mhle3rT1rV1M0O9YMe9vZWtxEYb8rOHnrwnoWnB5HQuLsxhbUkNE9PiuW5pXrBDGtLsian8+H2Lgh2GjHOn7XJvrT0AHAhALCKDOlzXTlF5C/921TwAlk3L4J9FVdS1dQ87hna0dpe3MDk9gQl+OPfpnDfbEfDX9CWtUMtAJVUtFDhSiIsJzxKm8e6Oi2axtqSGT52br/+GIqehfyES8p7b5e7PfPXiXIATK7j+WqUuKm8O202Bwabx4zJQSWWryj3C2LJpmbz8lfO59dyZwQ5FJOQpoZaQ99yuSlZMz2Ryhrsd0qK8dGKiDNuO+n5jYktXL2V17QHt8BFJspLjiDJaoRZobO+hqqWLwknakBjOZuWkhmTttEioUUItIe1gTSslVa1c41mdBkiIjWb+5DS2+yGhLi53b6JaGMAOH5EkOsowQcNdBNhbpQ2JIjJ+nLaG2hiTANwKLAAS+u+31n7Sj3GJAPDszkqMgasW5b7r/mVTM/jL1uP0OV3E+LDFXH+HD61Qj56mJQq4yz0AtcwTkXHBm0zkYWAScDmwHpgCtPozKBEAay3P765k1YwsJqYlvOux5dMz6ehxsq/at5fi7vJmctMT/LLZcbxwpMZTpxrqca+kqoUJyXEnNqqKiEQybxLqWdba7wHt1tqHgKsB9acRv9tX3crBmrZ3lXv0WzbVPxsTd2tD4phla4VagJKqVgpzUzW5TkTGBW8S6l7P1yZjzEIgHZjht4hEPJ7bWUmUgSsWnppQT81KJDslzqcJdVt3H2V17SycrIR6LByp8dS2dWOtDXYoEiR9Thf7qlqZN0n10yIyPniTUN/nGUH+PeAZYA/wM79GJeOetZbndlVwVsGEE63YBjLGsHRqpk83JhaXN2MtLJqiJGAsHKnx9DotzZ29pz9YItLh+g66+1wUakOiiIwTp02orbX3W2sbrbXrrbX51toca+29gQhOxq/iihYO13dwzeLJQx6zbFoGpXXtNLb3+OQ1d5cHZ+R4pDnRi1plH+NWiafDh1rmich4MWSXD2PMjdbaPxljvjLY49baX/ovLBnvnttVSUyU4YoFk4Y8ZrlnwMuO402smZsz5tcsKm9mYlo8OakJpz9YhjRwWuLsiUqoxqOSylaiowyzcjRyXETGh+FWqJM9X1OHuIn4RX+5xzmzsslMjhvyuMVT0okysP2Ib8o+iipa1C7PBzQtUfZWtlDgSCYhNjrYoYiIBMSQK9TW2t96vv4gcOGIwM7jzRxv7OTOi2cPe1xyfAxzJ6Wx/VjTmF+zvbuPQ7WDdxSRkVHJh5RUtbJiemawwxARCZjT1lAbY/KNMc8aY2qNMTXGmKeNMfmBCE7Gp+d2VhAbbbh8/tDlHv2WT8tgx9EmXK6xdZTYU9ni3pCoFeoxS0uIIS46SivU41RzZy/lTZ0a6CIi44o3XT4eAZ4AcoHJwF+AR/0ZlIxfLpd7mMv5sx2kJ8We9vhl0zJp7e7jYG3bmF5393FtSPQVY4y7dZ5WqMelfVXuYUtqmSci44k3CbWx1j5sre3z3P4EqMGs+MW2o41UNndxzRLvSi+WTcsAGHP7vKLyZhyp8adMZJTRyVZCPW6d6PChFWoRGUeGTKiNMVnGmCxgnTHmW8aYGcaY6caYbwDPBy5EGU+e21VJXEwUl8yb6NXx+dnJpCfGjnnAy+7yZpV7+JBD0xLHrb2VLWQkxTJJf5yKyDgy5KZEYCvulej+ubG3D3jMAj/05gWMMdHAFqDcWnuNJ0l/HPe0xcPAh6y1jZ5jvw3cCjiBO621L3r9v0TCntNl+cfuSi6c4yA14fTlHuAuL1g2LYNtY1ih7uhxb0i8cpE2JPqKIzWeHcd8N3RHwsfeylYKJ2nkuIiML0OuUFtrZ3oGucwc5DaSTYlfBPYO+PlbwFpr7WxgrednjDHzgRuABcAVwG88ybiME28fbqCmtZtrlgw9zGUwy6ZmcqCmjZau0U3m21vZgksbEn3KkRpPfXsPfU5XsEORAHK5LPuqWilU/bSIjDPe1FBjjFlojPmQMeYT/TcvnzcFuBq4f8Dd1wEPeb5/CHjvgPsfs9Z2W2vLgIPAKm9eRyLDc7sqSIiN4uLCkQ1pWT49A2th17HmUb1u/4ZEJdS+40iNx1po6PDNFEsJD0cbOujsdTJP9dMiMs540zbv34Ffe25rgJ8B7/Hy/L8CvgEMXKaaaK2tBPB87c+e8oBjA4477rlPxoE+p4t/7q7i4sKJJMcPV4l0qiVTMzCGUZd97C5vITslnolp8aN6vpzKkeIeyKM66vFlb6V7Q+K8XK1Qi8j44s0K9QeBi4Eqa+0twBLgtJmHMeYaoMZau9XLWAYruDulm4gx5jZjzBZjzJba2lovTy2hblNZA/XtPaMarJKWEMssR8qoO30UlTezMC9NNZ8+pOEu49PeqlaiDMzO0Qq1iIwv3iTUndZaF9BnjEkDagBvaqjPAd5jjDkMPAZcZIz5E1BtjMkF8Hyt8Rx/HJg64PlTgIqTT2qtvc9au9Jau9LhcHgRhoSD53ZVkBQXzZoRlnv0Wz4tk+3HmrB2ZB0dO3ucHKhpVbmHjzlS3B0elFCPLyWVLczITiYxTttfRGR88Sah3mKMyQB+h7vzxzZg8+meZK39trV2irV2Bu7Nhq9Ya28EngFu8hx2E/C05/tngBuMMfHGmJnAbG9eR8Jfr9PFP4uquGTeRBJiR/dGvGxaBk0dvZTVtY/oeXs8GxI10MW3slM9JR+aljiulFS1aqCLiIxLwxarGvdn4D+x1jYB9xpjXgDSrLW7xvCaPwWeMMbcChwFrgew1hYbY54A9gB9wOettc4xvI6EiTcP1tHU0Tuqco9+y6ZlArD9aBP5jhSvn1dUrg2J/pAUF0NKfIxWqMeRtu4+jjZ08KGVU4IdiohIwA2bUFtrrTHmKWCF5+fDo3kRa+2rwKue7+tx12QPdtyPgR+P5jUkfD23q5LU+BgumDv6Ep7ZOSmkxsew/VgjH1jh/Rt6UXkzE5LjyE3XEApf0/jx8WVf/4RErVCLyDjkTcnHRmPMGX6PRMal7j4nLxZXcemCicTHjL7uMirKsGRqBtuONI3oebvLm1mYl64NiX7gSImnTiUf48beylZAI8dFZHzyJqFeA2wwxhwyxuwyxuw2xoyl5EPkhDcO1NHa1ce1i0c2zGUwy6dlUFLVQkdPn1fHd/U6OVDTpnIPP8lOjdMK9ThSUtVCanwMeRmJwQ5FRCTgvGn4e6Xfo5Bx67ldlaQnxnLOrOwxn2vZtExcFnYea+asggmnPX5vZQtOl9WGRD9xpMTzRmtdsMOQACmpbKUwVyPHRWR8Ou0KtbX2SP8NqAPOBX7j98gk4nX1OnlpTzWXL5hIXIxXQzuHtXRqBgDbj3nXj7p/Q+LCPNV8+oMjNZ6Wrj66erW3ONK5XNbd4UMDXURknPJmUmKcMea9ng4clcAlwL1+j0wi3qv7amnr7uMaH5R7AGQmx5Gfncz2o01eHb+7vJnMpFh9RO0n/cNdVEcd+cqbOmnr7tOGRBEZt4ZMqI0xlxpjHgDKcE9LfBhosNbeYq19NlABSuR6blcFWclxnO1FeYa3lk7LYPvRRq8GvOwub9GGRD/StMTxo3/kuDYkish4NdwK9YtAAXCutfZGTxLtCkxYEuk6e5ys3VvDFQsnERM99nKPfsumZVLX1sPxxs5hj+vqdXKgWhMS/al/WmJdW0+QIxF/K6lqxRiYO1EJtYiMT8NlMiuAjcDLxpiXPINYNE9WfOKVkho6e51jGuYymOXTMgDYdnT4Oup9Va30uawSaj/SCvX4UVLVwvSsJJLjvdnnLiISeYZMqK21262137TWFgDfB5YBccaYfxpjbgtUgBKZnttVQXZKPKtn+q7cA9wrZImx0aeto959YkOiEmp/mZDiGT+uhDri7a1sVf20iIxrXn3Wbq1901p7B5AH/Ao4y59BSWSz1rKxtJ41cx1ER/m2fjkmOorFU9LZfpoV6qLyZjKSYpmSqQ2J/hIbHUVmUiy1bV3BDkX8qKOnj8P17aqfFpFxbUTFq9Zal7X2RWvtLf4KSCJfRXMXjR29LJ7in9Xh5dMzKa5oGbZd2+7yZhZO1oZEf9P48ci3v7oNazVyXETGN9/tBhPxUn//5wV+KrdYNjWDPpc98Ton6+5zsr+6VeUeAaCEOvKVeDp8zFcPahEZx5RQS8AVV7QQZWCen1a0lk3LBBiyjnpfVSu9Tm1IDARHSjy16kMd0fZWtpAcF63yKREZ14bckm2MSbPWthhjsgZ73Frb4L+wJJIVlzdT4EghMc4/TWMcqfFMzUoccmJiUbl7RU0Jtf85UuOpa+3BWqvymgi1t6qVuZNSifLxfggRkXAyXI+jR4BrgK2ABQb+trRAvh/jkghWVNHM2QXZfn2NZVMz2Vw2+N98u8ubSU+MZWqWVtT8zZEaT2evk/YeJylqqRZxrLWUVLZwzRLfTDsVEQlXQ77DWWuv8XydGbhwJNLVtnZT3dLNgsn+rbdcNi2DZ3ZWUNncSW76uxPnovJmFualacU0ALJT3ulFrYQ68lQ2d9HS1ce8SerwISLj23AlH8uHe6K1dpvvw5FIV1zh2ZA42b/lFssH1FHnLnonoe7pc7GvqpVbzp3h19cXt4HDXWZmJwc5GvG1kip3+dQ8bUgUkXFuuCWjX3i+JgArgZ24yz4WA5uAc/0bmkSi4gpPRwA/r1DPy00jLiaKbUcauWrRO9MY91e30uN0sdDPCb24aVpiZNtb2QrAHK1Qi8g4N9ykxDXW2jXAEWC5tXaltXYF7omJBwMVoESW4opmpk9IIj0x1q+vExcTxaK8dLYfa3rX/f0TErUhMTAcJ0o+NNwlEu2tbGFKZiJpCf799ywiEuq8aZtXaK3d3f+DtbYIWOq3iCSiFZW3+L1+ut/yaRnsLm+mp8914r7d5c2kJsQwfUJSQGIY7zKT4oiOMmqdF6FKqjRyXEQEvEuo9xpj7jfGXGiMucAY8ztgr78Dk8jT3NHL0YYOv9dP91s2LZOePhd7PIMnwN2yTxMSAycqypCdEkdda0+wQxEf6+p1UlrbxnyNHBcR8SqhvgUoBr4IfAnY47lPZESKK93lFoGaULhsWgYA24+6+1H3Ol3srWplkZ9GnsvgHKka7hKJDlS34bJQqA2JIiLDbkoEwFrbBfyP5yYyans8GxIDVfKRm55IbnoC2482ccs5ng2JfS6NHA+w7BSNH49Eez0dPgq1IVFE5PQJtTGmDPcgl3ex1mqwi4xIUXkzk9ISTvQmDoRl0zLY5lmhLtKGxKBwpMRT4ukGIZGjpLKVhNgopk9QO0QREW8mLawc8H0CcD0w6DhykeEUVbSwMC+wHw8vn5bJP3ZXUdPaxe7yZlLiY5iepQ2JgeRIjaeurRuXy2o8dQQpqWph7qQ0ovXfVETk9DXU1tr6Abdya+2vgIv8H5pEko6ePvcGpgD3f36njrqJ3Z4OI0rqAsuRGk+fy9LU2RvsUMRHrLXsrWzRhEQREQ9vSj4GTkyMwr1ird+iMiJ7K1txWVgYoPrpfgsmpxMbbXi7rIG9lS184szpAX19eWe4S11bN1nJcUGORnyhprWbxo5e1U+LiHh4U/LxiwHf9wGHgQ/5JRqJWP0jxwO9ITAhNpr5k9N5akc5PX0udfgIgneGu3QzZ6ISsEiw19OKUh0+RETcvOnysSYQgUhkKy5vITMpltz0hIC/9rKpGez0TExUh4/A0/jxyFNS5d5kOk9DXUREAO9WqDHGXA0swL0pEQBr7X/4KyiJPEUVzSzMC85AlWXTMvjDW5ASH8NMdSQIuGwl1BGnpLKFyekJpCdp5LiICHixKdEYcy/wYeALgMHd5UOFqOK1nj4X+6tbAzYh8WTLp2UCMF8bEoMiNT6G+JgoDXeJIHsrW1XuISIygDeTEs+21n4CaLTW/gA4C5jq37AkkuyvbqXXaQM20OVkUzITmTMxhfNnZwfl9cc7Y4x7WqJWqCNCd5+TQ7Vt2pAoIjKANyUfnZ6vHcaYyUA9MNN/IUmkCdaGxH7GGF780vlBKTcRNyXUkeNQTTt9LqsVahGRAbxZoX7OGJMB/BzYhrvLx6N+jEkiTFF5S9AHqiiZDi5Hinu4i4S/Es/I8fm5WqEWEennTZePH3q+fdIY8xyQYK1t9m9YEkmKK5pVvzzOOVLj2XqkMdhhiA/srWwhLiaKGdrgKyJywpAr1MaYM4wxkwb8/AngCeCHxhiNHhevOF2WPZUtQaufltDgSI2noaOHXqcr2KHIGJVUtTJnYgox0d58wCkiMj4M9xvxt0APgDHmfOCnwB+BZuA+/4cmkaC0to2uXhcLg9ThQ0JDdko81kJDe0+wQ5Ex2lvZSqH6T4uIvMtwCXW0tbbB8/2HgfustU9aa78HzPJ/aBIJiivc9ZYaqDK+abhLZKht7aaurZt52pAoIvIuwybUxpj+GuuLgVcGPObVQBiRovJm4mOiKHCo3nI8U0IdGfadmJCoDYkiIgMNlxg/Cqw3xtThbp33OoAxZhbusg+R0yqqaKYwN031luOcI0UJdSTYW+n+xGmuEmoRkXcZMqG21v7YGLMWyAX+Za21noeicE9NFBmWtZbiihbes2RysEORIDuxQq3WeWFtb1ULOanxTPD8gSQiIm7Dlm5YazcOct9+/4UjkeRYQyetXX1BGzkuoSMhNprUhBitUIe5kspW1U+LiAxCn8OL3xSdmJCoN2DxTEvUCnXY6nW6OFjTRqEGuoiInEIJtfhNcUUzMVGGORP1Bizu1nlaoQ5fpbXt9DhdzFPLPBGRUyihFr8pKm9hVk4KCbHRwQ5FQoAjNZ46JdRhq3/kuFaoRUROddqE2hjzfmPMAWNMszGmxRjTaoxpCURwEr7cGxKb1X9aTnBohTqs7a1sJTbakJ+dEuxQRERCjjf9pH8GXGut3evvYCRy1LR2U9fWw0KNHBcPR2o8rd19dPU69alFGCquaGZWTipxMfpgU0TkZN78ZqxWMi0jVVTu3pC4QCvU4qHhLuHL5bLsPNbE0qkZwQ5FRCQkebNCvcUY8zjwFHDindBa+zd/BSXhr6i8BWNQiy05oT+hrm7pYmpWUpCjkZEorWunpauPZUqoRUQG5U1CnQZ0AJcNuM8CSqhlSMUVzczMTiYlXlPqxW3mBPf4+bK6dlbOyApyNDISO441AbBsWkZQ4xARCVWnzXastbcEIhCJLMUVLayYnhnsMCSETMlMJDbacKi2PdihyAhtP9pIanwMBQ5tSBQRGcyQCbUx5hvW2p8ZY36Ne0X6Xay1d/o1Mglbje09lDd18omzpgc7FAkhMdFRzJiQzKHatmCHIiO041gTS6ZmEBVlgh2KiEhIGm6Fun8j4pZABCKRo7jC3VVRLfPkZAWOFA7UtAY7DBmBzh4nJVWtfPaCgmCHIiISsoZMqK21z3q+PhS4cCQS9I8cX6CWeXKSfEcyL++tptfpIjZa7dfCwe7yZpwuq/ppEZFh6B1NfK6ovJm8jEQykuKCHYqEmAJHCn0uy9GGjmCHIl7afrQRQC3zRESGoYRafG5PRQsL87Q6LacqyHFvaivVxsSwseNYE9OykpiQEh/sUEREQpYSavGp1q5eSuvaWThZ9dNyqnyHu3WeNiaGj+1HNdBFROR0Tts2zxjjAD4NzBh4vLX2k/4LS8LV3kr3hrMFWqGWQaQlxOJIjedQjRLqcFDZ3ElVS5cSahGR0/Bm6sbTwOvAy4DTv+FIuCv2bEjUCrUMpcCRTGmdSj7CwY6jTYAGuoiInI43CXWStfabfo9EIkJReQuO1Hhy0hKCHYqEqHxHCs/vqsRaizHqaxzKdhxrIi46ivnq2CMiMixvaqifM8Zc5fdIJCIUVzSrXZ4Mq8CRQnNnLw3tPcEORU5j+9Em5k9OIz4mOtihiIiENG8S6i/iTqq7jDGtnluLvwOT8NPV6+RATZvKPWRYBZ6NiSr7CG19The7y5tVPy0i4oXTJtTW2lRrbZS1NsHzfaq1VkuQcop9Va04XVYt82RYBQ536zxtTAxt+6pb6ex1qn5aRMQL3tRQY4x5D3C+58dXrbXP+S8kCVfvTEjUCrUMbXJGIvExUWqdF+K2929InJoZ3EBERMLAaVeojTE/xV32scdz+6LnPpF3KSpvIS0hhimZicEORUJYdJRhZnayhruEuB3HmpiQHMfULP17FhE5HW9WqK8CllprXQDGmIeA7cC3/BmYhJ89Fc0szEtX5wY5rQJHyokWixKath9tZOnUDP17FhHxgreTEjMGfK/P8+UUvU4Xe6ta1eFDvFLgSOZoQwfdfWptH4qaO3s5VNuu+mkRES95s0L9E2C7MWYdYHDXUn/br1FJ2DlY00ZPn4uFefp7S06vICcFl4Wj9R3Mnpga7HDkJDuPNQGwVPXTIiJeOW1Cba191BjzKnAG7oT6m9baKn8HJuGluMLdSVEbEsUbJzp91LYpoQ5BO441YQwsnqp/zyIi3hiy5MMYU+j5uhzIBY4Dx4DJnvtETigqbyYpLpqZ2cnBDkXCQP91ckgbE0PS9qONzHKkkJYQG+xQRETCwnAr1F8BbgN+MchjFrjILxFJWCquaGZebhrRUdrAJKeXHB9DbnqCWueFIGstO441ccm8icEORUQkbAyZUFtrb/N8e6W1tmvgY8aYBL9GJWHF5bLsqWjhgyumBDsUCSMFjhStUIegI/UdNHb0smya6qdFRLzlTZePt7y8T8apw/XttPc4WaANiTIC+Y5kSmvasNYGOxQZYMeJDYkZQY1DRCScDLlCbYyZBOQBicaYZbg3JAKkAUkBiE3CRNGJDYlqmSfeK3Ck0NrdR21bNzmp+tArVGw/2khSXDRzJqYEOxQRkbAxXA315cDNwBTcddT9CXUL8B3/hiXhpLiimbjoKGbnqFuDeO9Ep4+adiXUIWTHsSYW5aUTE+3tmAIRERmuhvoh4CFjzAestU8GMCYJM8XlLcydlEpcjN6AxXv5jv5OH22cVTAhyNEIQFevkz2VLdx6bn6wQxERCSveZEArjDEZ/T8YYzKNMT/yX0gSTqy1FFU0q9xDRmxSWgJJcdGUamNiyCiuaKHXaVU/LSIyQt4k1Fdaa5v6f7DWNgJX+S0iCSsVzV00dfRqQ6KMWFSUId+RrNZ5IWT70UYAjRwXERkhbxLqaGNMfP8PxphEIH6Y42UcKSpvBmChVqhlFPKzU5RQh5Adx5qYnJ7AxDTVtIuIjIQ3CfWfgLXGmFuNMZ8EXgIe8m9YEi6Ky5uJMlA4SQm1jFyBI4Xypk66ep3BDkVwJ9TqPy0iMnKnTaittT8DfgzMAxYAP/TcJ0JxRQuzclJIjIsOdigShgpykrEWyupURx1sta3dHG/sVP20iMgoeNWWwVr7T2vt16y1X7XWvujNc4wxCcaYzcaYncaYYmPMDzz3ZxljXjLGHPB8zRzwnG8bYw4aY/YZYy4f3f8kCRSXy7L1aCNLpmQEOxQJU/nZntZ5KvsIuv6BLqqfFhEZudMm1MaYVmNMi+fWZYxxGmNavDh3N3CRtXYJsBS4whhzJvAtYK21djaw1vMzxpj5wA24V8GvAH5jjNGyZwg7UNNGU0cvq/PV8kxGZ2Z2MsagTh8hYPvRRmKiDAu1wVhEZMS8KflItdameW4JwAeAu714nrXW9i87xXpuFriOd2qwHwLe6/n+OuAxa223tbYMOAisGsn/GAmsTWX1AKyemRXkSCRcJcZFk5eRqBXqELDjWBPzctNIiNU6hojISI14Eoe19ingIm+ONcZEG2N2ADXAS9baTcBEa22l51yVQI7n8Dzg2ICnH/fcJyFqU2kDk9MTmJKZGOxQJIzlO9TpI9icLsvOY02qnxYRGaXhRo8DYIx5/4Afo4CVuFeaT8ta6wSWegbD/N0Ys3C4lxrsFIPEcxtwG8C0adO8CUP8wFrLprIGzp01AWMG+08n4p0CRzJbDjdgrdW1FCQHa9po73EqoRYRGaXTJtTAtQO+7wMO4y7P8Jq1tskY8yru2uhqY0yutbbSGJOLe/Ua3CvSUwc8bQpQMci57gPuA1i5cqVXib34XmldO3Vt3aqfljErcKTQ0eOkqqWL3HR92hEMGugiIjI2p02orbW3jObExhgH0OtJphOBS4D/Ap4BbgJ+6vn6tOcpzwCPGGN+CUwGZgObR/Pa4n+byxoAWKX6aRmjfEcyAIdq2pVQB8mOY02kJ8YyMzs52KGIiISlIRNqY8yvGaa0w1p752nOnQs85OnUEQU8Ya19zhizAXjCGHMrcBS43nO+YmPME8Ae3Cvhn/eUjEgI2lRaT3ZKPPl6A5YxmuVwt84rrWvj3NnZQY5mfNp+1F0/rZIbEZHRGW6Feovn6znAfOBxz8/XA1tPd2Jr7S5g2SD31wMXD/GcH+MeIiMhrL9+enV+lt6AZcwcqfGkxsdwqEYbE4OhrbuP/TWtXLFwUrBDEREJW0Mm1NbahwCMMTcDa6y1vZ6f7wX+FZDoJCQdb+yksrlL7fLEJ4wx5DuSOaRe1EGx61gT1qp+WkRkLLxpmzcZSB3wc4rnPhmnNnnqp1fP1IZE8Y0CRwqlap0XFNs9ExLV4UNEZPS8Sah/Cmw3xvzBGPMHYBvwn36NSkLaptJ6MpJimZ2TEuxQJEIU5KRQ0dxFe3dfsEMZd7YfbSI/O5mMpLhghyIiEra8mZT4ILAa+DvwN+Cs/nIQGZ82H25g1YwsoqJUPy2+0b+5taxOZR+BZK1lhwa6iIiMmbeTElcB5wHnA2f4LxwJdVXNXRyp71C7PPGpAs+nHZqYGFjHGzupa+tW/bSIyBidNqE2xvwU+CLudnZ7gDuNMT/xd2ASmjaV1QNwpga6iA9Nn5BElEEbEwNsx4n66czgBiIiEua8mZR4FbDUWusCMMY8BGwHvu3PwCQ0bSprIDU+hnm5acEORSJIfEw0U7OStEIdYDuONREfE0VhburpDxYRkSF5W/KRMeD7dD/EIWFic1kDK2dkEq36afExd6cPrVAH0vajjSzKSyc22tu3AhERGYw3v0X/k3e6fDyEe6iLunyMQ3Vt3RysaWOV2uWJHxQ4kimtbcPlGnJAq/hQT5+LoooWbUgUEfGBYUs+jDFRgAs4E/dmRAN801pbFYDYJMS83d9/Ol8bEsX38h0pdPe5KG/qZGpWUrDDiXh7K1vo6XOxbJrqp0VExmrYFWpP3fQd1tpKa+0z1tqnlUyPX5vKGkiMjWZRnqp+xPcKHO5OH6VqnRcQJzYkqsOHiMiYeVPy8ZIx5mvGmKnGmKz+m98jk5CzqayBFdMzVW8pflHgcPeiPlSjjYmBsP1oIzmp8UxOTwh2KCIiYc+bLh+f9Hz9/ID7LJDv+3AkVDV39FJS1cKXL5kT7FAkQmUlx5GeGKtOHwHSP9DFGG0wFhEZq9Mm1NbamYEIRELb24cbsBZWa6CL+IkxxrMxUSUf/tbQ3sPh+g4+fMa0YIciIhIRTptQG2MSgM8B5+JemX4duNda2+Xn2CSEbCqrJy4miiXqCCB+VOBIYf3+2mCHEfF2nhjokhHUOEREIoU3xbB/BBYAvwbuBuYDD/szKAk9m8saWDo1g4TY6GCHIhEs35FCTWs3rV29wQ4l5D23q4KP/34TD284TH1b94ieu/1oI1EGFk/RBmMREV/wpoZ6rrV2yYCf1xljdvorIAk9bd19FFW08LkLC4IdikS4/o2JpbXt+jTkNB588zA7jjXx+oE6vv/sHs6Zlc21i3O5fOEk0hJih33u9mNNzJmYSnK8N28BIiJyOt6sUG83xpzZ/4MxZjXwpv9CklCz9UgjTpdltQa6iJ8V5Lhb52lj4vCaO3rZfrSRz11YwAtfOo/PXJBPWV0bX//rLlb+6GVuf3gLz+2qoLPHecpzXS7LjmNN6j8tIuJD3ixPrAY+YYw56vl5GrDXGLMbsNbaxX6LTkLCptJ6YqIMy6dnBDsUiXDTspKIiTJKqE/jzUN1uCycP8dB4aQ0Ciel8bXL5rLjWBPP7KzguV2VvFhcTXJcNJfOn8h7lk7m3FkO4mKiKK1rp7Wrj2X6BEBExGe8Saiv8HsUEtI2lzWwaEo6SXH6eFj8KzY6imkTkjhUo04fw3ltfy2pCTHvSoqNMSyblsmyaZl89+r5bCqr59mdFfxjdxVP7aggIymWKxdOOvHveJkGuoiI+Iw3bfOOBCIQCU2dPU52Hm/ik+eqe6IERoEjhdI6rVAPxVrL+v21nFOQTcwQQ5aiowxnF2RzdkE2P3jPQl4/UMszOyt4ekcFHT1OUuNjTkymFBGRsdOSowxr+7FGep2WM1U/LQGS70hm/b5a+pyuIRPG8exgTRuVzV3cebHDq+PjYqK4eN5ELp43kc4eJ2tLqkmJjyEqSgNdRER8RQm1DGtTaQNRBlbM0AYmCYwCRwo9ThfHGzuZkZ0c7HBCTn+f7vPneJdQD5QYF801iyf7OiQRkXFPyz8yrM1lDcyfnHbaNlwivtJfiqCyj8Gt31/LrJwU8jISgx2KiIh4DJlQG2NajTEtg9xajTEtgQxSgqO7z8m2o42smqFyDwmc/l7U2ph4qs4eJ5vKGjh/9shXp0VExH+GLPmw1qYGMhAJPbuON9Pd52J1flawQ5FxJCMpjgnJcWqdN4hNZfX09Lm4YK4SahGRUDJkQm2MSbPWthhjBs2mrLUN/gtLQsHmMvd/4jNmKKGWwCpwpFBaqxXqk63fX0t8TBSrZ+rfpIhIKBluU+IjwDXAVsACA7eEWyDfj3FJCNhYWs/cialkJccFOxQZZ/Idyby0pzrYYYSc1/bXsjp/Agmx0cEORUREBhiyhtpae43n60xrbb7na/9NyXSE63O62HqkkVVaCZMgKHCkUN/eQ1NHT7BDCRnHGzs4VNvO+bOzgx2KiIicxKu2ecaY9wDne3581Vr7nP9CklBQVNFCR49T9dMSFAU5no2Jte2smK5PSABe218HwIWqnxYRCTmnbZtnjPkp8EVgj+f2RWPMT/wdmATX5rJ6AK1QS1DkZ7tb52lj4jte21/L5PQETTgUEQlB3qxQXwUstda6AIwxDwHbgW/7MzAJrk2lDeRnJ5OTmhDsUGQcmpKZSFx0lBJqj16nizcP1nHNklyM0YRDEZFQ4+1gl4wB36f7IQ4JIU6XZfPhBq1OS9DEREcxIztJnT48dhxrorW7T/2nRURClDcr1D8Bthtj1uHu9HE+Wp2OaCVVLbR29al+WoIqPzuF/TWtwQ4jJKzfV0t0lOHsWdqQKCISik6bUFtrHzXGvAqcgTuh/qa1tsrfgUnw9PefXjVTExIleApyknl5bzW9Thex0d5+mBaZXjtQy7KpGaQnxgY7FBERGYRX71LW2kpr7TPW2qeVTEe+TaUNTMlMJC8jMdihyDhW4Eihz2U52tAR7FCCqr6tm93lzZw/R+UeIiKhanwv+8gprFX9tISGfE83i0M14bExsavXyZF639d8v3GwDmvhAiXUIiIhSwm1vMvBmjYa2ns4U+UeEmT5jnd6UYeDB988zCW/XM/hOt/Gu35fLZlJsSzM035wEZFQNWRCbYzJGu4WyCAlcDadqJ/Wf2IJrrSEWHJS4ykNk9Z524420uu0/ObVgz47p8tlee1AHefNdhAdpXZ5IiKharhNiVsBi3sj4sksoPHjEWhTWQMT0+KZPiEp2KGIkO9IDpte1HsqWjAG/ratnC9cNJupWWP/N7SnsoW6tm7VT4uIhLghV6ittTOttfmeryfflExHIGstm8vqWTVzgoZHSEgocKRwqLYda22wQxlWY3sP5U2d3HTWDKKM4Z71h3xy3tcO1AJw/my1yxMRCWXe9KHGGJMJzAZOjM2z1r7mr6AkOI7Ud1Dd0s1qlXtIiChwpNDc2UtDew8TUuKDHc6QiitaALhk3kT6XC4ef/sYd6yZxeQxdspZv6+Weblp5KRpYqmISCg77aZEY8yngNeAF4EfeL5+379hSTD0959WQi2hIlw2JhZXNAOwYHIan7mgAGvh3jGuUrd197H1SKO6e4iIhAFvunx8EfdQlyPW2jXAMqDWr1FJUGwsqycrOY5ZOSnBDkUEcK9QAyFfR11c0cLk9AQyk+OYkpnEB1dM4bG3j1Hd0jXqc751sI4+l+X8OSr3EBEJdd4k1F3W2i4AY0y8tbYEmOvfsCQYNpc1sGpGluqnJWTkZSQSHxMV8p0+iiuaWTCgrd3nLpyF02X57frSUZ/ztQO1JMVFs3K6PjESEQl13iTUx40xGcBTwEvGmKeBCn8GJYFX3tTJ8cZOVufrzVtCR1SUYWZ2ckiXfLR391Fa186CyWkn7ps2IYn3Lcvjz5uOUNM68lVqay3r99dydsEE4mI0LkBEJNSd9je1tfZ91toma+33ge8Bvwfe6+e4JMA2l9UD6j8toacgJyWkSz5KqlqwFhZMfvfglc+vmUWv08X9r5eN+JyH6zs41tCp+mkRkTDhzabEaf03oAzYAUzyd2ASWJtKG0hLiKFwUtrpDxYJoAJHCscaOujucwY7lEH1d/gYuEINMDM7mfcsmczDG45Q39Y9onOu31cDoP7TIiJhwpvPEp8HnvN8XQuUAv/0Z1ASWC6X5dV9tZyZP0HT2CTkzM5JwWXh1X2huRe6uLyFzKRYctNPbW13x0Wz6Opz8vs3RrZK/dqBOmZMSGL6hGRfhSkiIn7kTcnHImvtYs/X2cAq4A3/hyaBsqu8maqWLq5YqA8eJPRcOn8i83LT+Pbfdo+pa4a/FFU0szAvfdDNvLNyUrl6US4PvXWYpo4er87X3edkw6F6rU6LiISREe92sdZuw91GTyLEC0VVxEQZLi6cGOxQRE6REBvNrz+yjM4eJ19+fAdOV+hMTezpc7G/upX5k4culbrjolm09zh5wMtV6i2HG+nsdap+WkQkjHhTQ/2VAbevGWMeQX2oI4a1lheLqzirYALpSbHBDkdkULNyUvjBexbw1qH6MQ9M8aUDNa30Ou0pGxIHKpyUxhULJvHgW4dp7uw97TnX768lNtpwZv4EX4YqIiJ+5M0KdeqAWzzuWurr/BmUBM6BmjbK6tq5bIHKPSS0Xb9yCtcumcwvX9rP1iMNwQ4HGHpD4sm+cPEsWrv6eOitw6c952v7azljRhbJ8TG+CFFERALAmxrqHwy4/dha++f+QS8S/l4sqsIYuHy+yj0ktBlj+PH7FjI5I4E7H93h1WqvvxWXN5McF83M02weXDA5nUvmTeT3b5TR2jV03FXNXZRUtap+WkQkzHhT8jHHGHOfMeZfxphX+m+BCE7874XiKpZNzSAn7dQOBSKhJi0hlrtuWEZ1Sxff+dturA1uPXVxRQvzctOI8qI7zp0Xz6K5s5c/bjgy5DGvHXBX06l+WkQkvHhT8vEXYDvwXeDrA24S5o41dFBc0aLuHhJWlk3L5KuXzeX53ZU89vaxoMXhcln2Vracttyj3+IpGVw418Hv3yijvbtv0GPW768lJzWewkmpvgxVRET8zJuEus9ae4+1drO1dmv/ze+Rid+9WFwFwOWqn5Ywc/v5+Zw3O5sfPFvMgerWoMRwuL6d9h7nsBsST/aFi2bT0N7DnzedukrtdFneOFDH+XMcg7bgExGR0OVNQv2sMeZzxphcY0xW/83vkYnf/au4msJJqRoeIWEnKsrwiw8tITkuhi88up2u3sBPUSzq35CY5/100RXTMzlvdjb3vVZKZ8+7Y955vInmzl7VT4uIhCFvEuqbcJd4vAVs9dy2+DMo8b/a1m7ePtKg1WkJWzmpCfziQ0soqWrlx8/vDfjrF1c0ExttmJ0zsvKML1w0m7q2Hh7ZfPRd97+2vxZj4LxZ2b4MU0REAsCbLh8zB7nlByI48Z+X91ZjLaqflrB24dwcPn3eTB7eeIQXiqoC+tp7KlqYMzGVuJiRzcdaNTOLM/Oz+O36Q+9aWV+/v5bFUzLITI7zdagiIuJnXr0TGGPONsZ81Bjzif6bvwMT/3qhqIppWUna/CRh7+uXF7IoL51vPrmL8qbOgLymtZbiCu83JJ7szotnU9PazRNb3Jsqmzp62HmsSd09RETClDdt8x4G/hs4F/fI8TOAlX6OS/yopauXtw7VccXCSdr8JGEvLiaKX39kGX1OF19+bAd9TpffX7OqpYuG9p4RbUgc6Kz8Caycnsk9rx6iu8/JGwfrcFm4YI7KPUREwpE3K9QrgXOstZ+z1n7Bc7vT34GJ/6wrqaHXabl8gYa5SGSYkZ3Mj963kM2HG/j1Kwf9/npF5e4NiQtHsCFxIGMMd148m8rmLv669Tiv7a8lNSGGJVMyfBiliIgEijezbYuASUCln2ORAHmxuApHajzLpmYGOxQRn3nfsim8fqCOX79ygLMKJnBm/gS/vVZxRTPGQOGk0SXUAOfNzmbp1Ax+s+4QfS4X583OJiZ6ZPXYIiISGrz57Z0N7DHGvGiMeab/5u/AxD+6ep2sK6nlsvkTvZruJhJO/uO6hUyfkMyXHttBY3uP316nuKKFmdnJJMd7syYxOGMMX7x4NuVNnVS3dHP+bNVPi4iEK28S6u8D7wX+E/jFgJuEodcP1NHZ61R3D4lIKfEx3HXDMurbu/nGk7v8Npp8T0XLqOunB7pwroNFee7zqP+0iEj48qZt3vqBN6AP+JD/QxN/eKGoirSEGL9+HC4STIumpPPNKwp5aU81D288dSLhWDW291De1MnCUXb4GMgYw0/ev4jvXj2PyRmJPohORESCwavPK40xS4GP4k6ky4An/RiT+Emv08XakmoumTeRWNVqSgS79dyZvHmwjh89v5crFkwiJy3BZ+cu7p+Q6IMVaoCFeekszPPNuUREJDiGzKqMMXOMMf/PGLMXuBs4Bhhr7Rpr7d0Bi1B8ZnNZA00dvVym6YgS4Ywx/NvV8+jpc/FPHw98Ka5oBhh1D2oREYk8wy1TlgAXA9daa8+11v4acA5zvIS4F4urSIiN0vAIGRdm5aQyZ2IKz+/2bYOi4ooWJqcnaKKhiIicMFxC/QGgClhnjPmdMeZiQG0hwpTLZXmxuIoL5jhIjIsOdjgiAXHlwlzePtxATWuXz85ZVNHMApVoiIjIAEMm1Nbav1trPwwUAq8CXwYmGmPuMcZcFqD4xEd2Hm+iuqVb3T1kXLl6cS7WwovF1T45X3t3H2V17Sr3EBGRd/Gmy0e7tfbP1tprgCnADuBb/g5MfOuF4ipiogwXzdV0RBk/ZuekUOBI5h+7fFP2UVLVgrW+25AoIiKRYUStHqy1Ddba31prL/JXQOJ71lpeLKrirIIJpCfFBjsckYAxxnD1olw2ldVT19Y95vO90+FDK9QiIvIO9U4bB/ZXt3G4voPL1d1DxqErF+Xisu5NuWNVVN5MZlIsuem+a8MnIiLhTwn1OPBicRXGwGXzVe4h40/hpFRmZifzz91jT6iLK1pYmJeOMdqfLSIi71BCPQ68UFTF8mmZPh1uIRIujDFctWgSG0rraWjvGfV5evpc7K9uZb7KPURE5CRKqCPcsYYO9lS2cIXKPWQcu3JhLk6X5V9jKPs4UNNKr9NqQ6KIiJxCCXWE668bVf20jGcLJqcxfUIS/xjD1ERtSBQRkaEooY5wLxZXMS83jWkTkoIdikjQGGO4cmEubx2so6ljdGUfxeXNJMdFM3NCso+jExGRcKeEOoLVtnaz5Ugjly/QZkSRqxfl0uey/GvP6Ia8FFe0MC83jagobUgUEZF381tCbYyZaoxZZ4zZa4wpNsZ80XN/ljHmJWPMAc/XzAHP+bYx5qAxZp8x5nJ/xTZevLSnGmvRdEQRYGFeGlMyE/nn7pEPeXG5LHsrW1TuISIig/LnCnUf8FVr7TzgTODzxpj5uKcsrrXWzgbWen7G89gNwALgCuA3xphoP8YX8V4ormL6hCTmTkwNdigiQefu9pHLGwfraO7sHdFzD9e3097j1IZEEREZlN8SamttpbV2m+f7VmAvkAdcBzzkOewh4L2e768DHrPWdltry4CDwCp/xRfpmjt7eetgHVcsmKSeuSIeVy3KpddpeXmEZR9F/RsS87RCLSIipwpIDbUxZgawDNgETLTWVoI76QZyPIflAccGPO245z4ZhXUlNfS5LJepu4fICUumpJOXkcg/Rlj2UVzRTGy0YXaOPu0REZFT+T2hNsakAE8CX7LWtgx36CD32UHOd5sxZosxZkttba2vwow4LxRVkZMaz7KpGcEORSRkuLt9TOL1A3W0dHlf9rGnooU5E1OJi9E+bhEROZVf3x2MMbG4k+k/W2v/5rm72hiT63k8F6jx3H8cmDrg6VOAipPPaa29z1q70lq70uFw+C/4MNbZ42T9/louWzBRHQlETnLlolx6nC7W7vWu7MNaS3GFNiSKiMjQ/NnlwwC/B/Zaa3854KFngJs8398EPD3g/huMMfHGmJnAbGCzv+KLZK8dqKWz18kVC3KDHYpIyFk2NYNJaQn8Y7d3Q14qm7toaO9hYZ42JIqIyOBi/Hjuc4CPA7uNMTs8930H+CnwhDHmVuAocD2AtbbYGPMEsAd3h5DPW2udfowvYr1YXEV6Yiyr87OCHYpIyImKMly5aBJ/3nSUtu4+UuKH/zWoCYkiInI6fkuorbVvMHhdNMDFQzznx8CP/RXTeNDrdPHynmoumT+R2GjVe4oM5qpFuTz45mHW7q3muqXD730urmjGGCicpIRaREQGp4wrwmwqbaClq4/L1d1DZEgrpmWSkxrPP70o+yiuaGFmdjLJp1nJFhGR8UsJdYR5fnclibHRnD9bGzZFhhIV5e72sW5fDe3dfcMeW1zerIEuIiIyLCXUEaS8qZMntx7n2iW5JMZpyKTIcK5alEt3n4t1+2qGPKaxvYeK5i4Wqn5aRESGoYQ6gtz18gEAvnjJnCBHIhL6Vs7IIjtl+LKPdzYkaoVaRESGpoQ6QhyqbeMvW4/xsTOnkZeRGOxwREJedJThioUTeaWkhs6ewRsKFVc0A+rwISIiw1NCHSF++a/9JMRG8/k1s4IdikjYuGpRLp29Tl4douyjqKKFyekJZCbHBTgyEREJJ0qoI0BReTPP767kU+fOJDslPtjhiISNVTOymJAcx/O7Kwd9vLiimQUa6CIiIqehhDoC/PzFfWQkxfKp8/ODHYpIWImJjuLyhZN4paSGrt53l320d/dRVteucg8RETktJdRhblNpPev31/LZCwpIS4gNdjgiYeeqhbl09Dh5dV/tu+4vqWrBWm1IFBGR01NCHcastfz8xX1MTIvnprNnBDsckbB0Zn4WmUmx/LPo3WUfGjkuIiLeUkIdxtbtq2HLkUa+cNFsEmLVd1pkNGKio7h8wSTW7n132UdReTNZyXHkpicEMToREQkHSqjDlMtl+fmL+5k+IYkPnzE12OGIhLUrF+XS1t3H6wfqTtxXXNHCgslpGGOCGJmIiIQDJdRh6tldFeytbOErl84hNlr/GUXG4uyCCaQnxvJPT7ePnj4X+6tbma9yDxER8YIysTDU63TxPy/tp3BSKtcunhzscETCXmx0FJfNn8hLe6rp7nNyoKaVXqfVhkQREfGKEuow9Jctxzlc38HXLptLVJQ+jhbxhasW59La3cebB+soLteGRBER8V5MsAOQkenqdfK/a/ezfFoGF8/LCXY4IhHjnIJsUhNi+MfuKpLjokmOi2bmhORghyUiImFACXWYeXjDEapbuvnVh5dps5SID8XFRHHp/In8q7iKmY4U5uWm6RMgERHxiko+wkhrVy+/efUg583O5qyCCcEORyTiXL0ol5auPnYea1K5h4iIeE0JdRj53etlNHb08o3LC4MdikhEOnd2Nqnx7g/utCFRRES8pYQ6TNS3dfP710u5atEkFk3RG72IP8THRHPJ/IkALMjTCrWIiHhHNdRh4jevHqKz18lXLp0T7FBEItqt584kyhjmTkwNdigiIhImlFCHgYqmTh7eeIQPLJ/CrBy9yYv408K8dH7xoSXBDkNERMKISj7CwF1rD4CFL14yO9ihiIiIiMhJlFCHuNLaNv6y9TgfXT2NKZlJwQ5HRERERE6ihDrE/eKl/cTHRHHHRbOCHYqIiIiIDEIJdQgrKm/m+V2V3HruTLJT4oMdjoiIiIgMQgl1CPvvf+0jPTGWT52XH+xQRERERGQISqhD1MbSel7dV8tnLywgPTE22OGIiIiIyBDUNi/ENHe4x4s/+NZhctMTuOmsGcEOSURERESGoYQ6RHT3OXl4wxHuXneQ5s5e3r9sCl+7fA6JcdHBDk1EREREhqGEOsistTy3q5KfvVjCsYZOzpudzbevnMf8yRp7LCIiIhIOlFAH0abSev7zH3vZebyZwkmp/PGTqzh/jiPYYYmIiIjICCihDoKDNa389J/7eHlvNZPSEvj5Bxfz/uVTiI4ywQ5NREREREZICXUA1bR28auXD/D428dIjI3m65fP5ZPnzFSdtIiIiEgYU0IdAO3dffzu9VLue62Unj4XN66exp0Xz2aChrWIiIiIhD0l1H72QlEV33u6iNrWbq5cOImvXz6XfEdKsMMSERERER9RQu0n1lrufuUgv3hpP4vy0rn3xuWsmJ4V7LBERERExMeUUPtBV6+Tb/x1F8/srOB9y/L4yfsXkRCrOmkRERGRSKSE2sdqWru47Y9b2XGsia9fPpfPXViAMereISIiIhKplFD7UHFFM59+aAuNHb3ce+MKrlg4KdghiYiIiIifKaH2kReLq/jSYzvISIrlL585i4V56cEOSUREREQCQAn1GFlruWf9IX72wj6WTM3gdx9fQU5aQrDDEhEREZEAUUI9Bl29Tr7zt938bXs51y6ZzM8/uFibD0VERETGGSXUo1Tb2s3tD29h29EmvnLpHL5w0SxtPhQREREZh5RQj8LeyhY+9dAW6tu7+c3HlnPVotxghyQiIiIiQaKEeoRe3lPNFx/bTkpCDE/cfhaLp2QEOyQRERERCSIl1F6y1nLfa6X89IUSFuWlc9/HVzIpXZsPRURERMY7JdReaGjv4XtPFfH87kquXpTLf1+/hMQ4bT4UERERESXUp/VicRX/9vfdNHf28s0rCrn9/HyiorT5UERERETclFAPobmjl+8/W8zft5ezYHIaf/rUagonpQU7LBEREREJMUqoB7GupIZvPrmLhvYevnjxbO64aBax0VHBDktEREREQpAS6gFaunr50XN7eGLLceZOTOWBm8/QCHERERERGZYSao83DtTxjb/upKqli89dWMAXL5lNfIw2HoqIiIjI8MZ9Qt3e3cdP/rmXP208Sr4jmSc/ezbLpmUGOywRERERCRPjOqHeVFrP1/+6i2ONHXz6vJl89bK5JMRqVVpEREREvDcuE+rOHic/f3EfD75VxrSsJJ64/SzOmJEV7LBEREREJAyNu4R6f3Urn3l4K6V17dx01nS+eWUhSXHj7v8GEREREfGRcZVJNnX0cOtDb9PV6+KRT63m7FnZwQ5JRERERMLcuEmoXS7Llx7fQVVzF4/ffhbLtfFQRERERHxg3EwrueuVA7y6r5b/d+0CJdMiIiIi4jPjIqFeV1LD/649wPuX53Hj6mnBDkdEREREIkjEJ9THGjr40uM7KJyUxo/fuwhjTLBDEhEREZEIEtEJdVevk8/8aSvWWu69cTmJceoxLSIiIiK+FbGbEq21fPepIoorWnjg5pVMn5Ac7JBEREREJAJF7Ar1o5uP8detx7nz4tlcVDgx2OGIiIiISISKyIR6x7Emvv9MMRfMcfDFi2cHOxwRERERiWARl1DXt3XzuT9tJSctnv+9YSnRUdqEKCIiIiL+E1E11E6X5c7HtlPX3sPfPns2GUlxwQ5JRERERCJcRK1Q/+Jf+3jzYD0/eu9CFualBzscERERERkHIiahfrG4it+8eoiPrJrGh1ZODXY4IiIiIjJORERCXVrbxtee2MmSKel8/z3zgx2OiIiIiIwjYZ9Qd/T08Zk/bSUm2vCbG1cQH6PhLSIiIiISOGG/KfFbT+7mYE0bf/zkavIyEoMdjoiIiIiMM2G9Ql3X1s0zOyv46mVzOXd2drDDEREREZFxKKwT6qrmLi6dP5HPXlAQ7FBEREREZJwK64Q6PjaaX3xoCVEa3iIiIiIiQRLWCfXsnBTSEmKDHYaIiIiIjGNhnVCLiIiIiASbEmoRERERkTFQQi0iIiIiMgZKqEVERERExsBvCbUx5gFjTI0xpmjAfVnGmJeMMQc8XzMHPPZtY8xBY8w+Y8zl/opLRERERMSX/LlC/QfgipPu+xaw1lo7G1jr+RljzHzgBmCB5zm/McZohriIiIiIhDy/JdTW2teAhpPuvg54yPP9Q8B7B9z/mLW221pbBhwEVvkrNhERERERXwl0DfVEa20lgOdrjuf+PODYgOOOe+4TEREREQlpobIpcbBRh3bQA425zRizxRizpba21s9hiYiIiIgML9AJdbUxJhfA87XGc/9xYOqA46YAFYOdwFp7n7V2pbV2pcPh8GuwIiIiIiKnE+iE+hngJs/3NwFPD7j/BmNMvDFmJjAb2Bzg2ERERERERizGXyc2xjwKXAhkG2OOA/8O/BR4whhzK3AUuB7AWltsjHkC2AP0AZ+31jr9FZuIiIiIiK/4LaG21n5kiIcuHuL4HwM/9lc8IiIiIiL+ECqbEkVEREREwpISahERERGRMVBCLSIiIiIyBkqoRURERETGQAm1iIiIiMgYGGsHHUgYFowxzcCBYMcRgrKBumAHEYLSgeZgBxGCdL2cStfK4HStDE7Xy+B0vZxK18rgwuVamW6tHXSqoN/a5gXI49ba24IdRKgxxmyx1q4Mdhyhxhhzn66XU+l6OZWulcHpWhmcrpfB6Xo5la6VwUXCtRLuJR/PBjsACSu6XsRbulZkJHS9iLd0rUSosE6orbW6MMVrul7EW7pWZCR0vYi3dK1ErrBOqGVI9wU7AAkrul7EW7pWZCR0vYi3wv5aCetNiSIiIiIiwaYVahERERGRMVBCHQaMMQ8YY2qMMUUD7ltijNlgjNltjHnWGJPmuf9jxpgdA24uY8xSz2MrPMcfNMbcZYwxQfqfJH40wusl1hjzkOf+vcaYbw94jq6XCDfCayXOGPOg5/6dxpgLBzxH18o4YIyZaoxZ5/ldUWyM+aLn/ixjzEvGmAOer5kDnvNtz3Wxzxhz+YD7dc1EsJFeK8aYCZ7j24wxd590rrC4VpRQh4c/AFecdN/9wLestYuAvwNfB7DW/tlau9RauxT4OHDYWrvD85x7gNuA2Z7byeeUyPAHvLxegOuBeM/9K4DbjTEzPI/peol8f8D7a+XTAJ77LwV+YYzpfw/RtTI+9AFftdbOA84EPm+MmQ98C1hrrZ0NrPX8jOexG4AFuK+J3xhjoj3n0jUT2UZ0rQBdwPeArw1yrrC4VpRQhwFr7WtAw0l3zwVe83z/EvCBQZ76EeBRAGNMLpBmrd1g3YXzfwTe65eAJahGeL1YINkYEwMkAj1Ai66X8WGE18p83G+AWGtrgCZgpa6V8cNaW2mt3eb5vhXYC+QB1wEPeQ57iHf++18HPGat7bbWlgEHgVW6ZiLfSK8Va227tfYN3In1CeF0rSihDl9FwHs8318PTB3kmA/jSahxX8jHBzx23HOfjA9DXS9/BdqBSuAo8N/W2gZ0vYxnQ10rO4HrjDExxpiZuD/RmIqulXHJ80nWMmATMNFaWwnuRArI8RyWBxwb8LT+a0PXzDji5bUylLC5VpRQh69P4v4IZSuQintl8QRjzGqgw1rbXxs5WM2RWryMH0NdL6sAJzAZmAl81RiTj66X8Wyoa+UB3G9mW4BfAW/h/lhX18o4Y4xJAZ4EvmStbRnu0EHus8PcLxFmBNfKkKcY5L6QvFbCffT4uGWtLQEuAzDGzAGuPumQG3hndRrcb4RTBvw8BajwZ4wSOoa5Xj4KvGCt7QVqjDFvAiuB19H1Mi4Nda1Ya/uAL/cfZ4x5CzgANKJrZdwwxsTiTpD+bK39m+fuamNMrrW20vMRfY3n/uO8+9PT/mtD70fjwAivlaGEzbWiFeowZYzJ8XyNAr4L3DvgsSjcH9U+1n+f56OVVmPMmZ4dsp8Ang5o0BI0w1wvR4GLjFsy7s0jJbpexq+hrhVjTJLnGsEYcynQZ63do2tl/PD89/09sNda+8sBDz0D3OT5/ibe+e//DHCDMSbeUyY0G9isaybyjeJaGVQ4XSsa7BIGjDGPAhcC2UA18O9ACvB5zyF/A77tKdjH087qp9baM086z0rcu/oTgX8CX7C6ACLOSK4Xz8dxD+LecGaAB621P/ecR9dLhBvhtTIDeBFwAeXArdbaI57z6FoZB4wx5+L+9Go37usA4Du4a2OfAKbh/iP9es9eDIwx/4a7jKgP98f+//Tcr2smgo3yWjkMpAFxuDc9X2at3RMu14oSahERERGRMVDJh4iIiIjIGCihFhEREREZAyXUIiIiIiJjoIRaRERERGQMlFCLiIiIiIyBEmoRERERkTFQQi0iIiIiMgZKqEVERERExuD/A8B9Ff2jC5rPAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "oildata = [\n",
    "    111.0091, 130.8284, 141.2871, 154.2278,\n",
    "    162.7409, 192.1665, 240.7997, 304.2174,\n",
    "    384.0046, 429.6622, 359.3169, 437.2519,\n",
    "    468.4008, 424.4353, 487.9794, 509.8284,\n",
    "    506.3473, 340.1842, 240.2589, 219.0328,\n",
    "    172.0747, 252.5901, 221.0711, 276.5188,\n",
    "    271.1480, 342.6186, 428.3558, 442.3946,\n",
    "    432.7851, 437.2497, 437.2092, 445.3641,\n",
    "    453.1950, 454.4096, 422.3789, 456.0371,\n",
    "    440.3866, 425.1944, 486.2052, 500.4291,\n",
    "    521.2759, 508.9476, 488.8889, 509.8706,\n",
    "    456.7229, 473.8166, 525.9509, 549.8338,\n",
    "    542.3405\n",
    "]\n",
    "oil = pd.Series(oildata, index=pd.date_range('1965', '2013', freq='AS'))\n",
    "oil.plot()\n",
    "plt.ylabel(\"Annual oil production in Saudi Arabia (Mt)\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The plot above shows annual oil production in Saudi Arabia in million tonnes. The data are taken from the R package `fpp2` (companion package to prior version [1]).\n",
    "Below you can see how to fit a simple exponential smoothing model using statsmodels's ETS implementation to this data. Additionally, the fit using `forecast` in R is shown as comparison."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "model = ETSModel(oil, error='add', trend='add', damped_trend=True)\n",
    "fit = model.fit(maxiter=10000)\n",
    "oil.plot(label='data')\n",
    "fit.fittedvalues.plot(label='statsmodels fit')\n",
    "plt.ylabel(\"Annual oil production in Saudi Arabia (Mt)\");\n",
    "\n",
    "# obtained from R\n",
    "params_R = [0.99989969, 0.11888177503085334, 0.80000197, 36.46466837, 34.72584983]\n",
    "yhat = model.smooth(params_R).fittedvalues\n",
    "yhat.plot(label='R fit', linestyle='--')\n",
    "\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By default the initial states are considered to be fitting parameters and are estimated by maximizing log-likelihood. Additionally it is possible to only use a heuristic for the initial values. In this case this leads to better agreement with the R implementation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_heuristic = ETSModel(oil, error='add', trend='add', damped_trend=True,\n",
    "                          initialization_method='heuristic')\n",
    "fit_heuristic = model_heuristic.fit()\n",
    "oil.plot(label='data')\n",
    "fit.fittedvalues.plot(label='estimated')\n",
    "fit_heuristic.fittedvalues.plot(label='heuristic', linestyle='--')\n",
    "plt.ylabel(\"Annual oil production in Saudi Arabia (Mt)\");\n",
    "\n",
    "# obtained from R\n",
    "params = [0.99989969, 0.11888177503085334, 0.80000197, 36.46466837, 34.72584983]\n",
    "yhat = model.smooth(params).fittedvalues\n",
    "yhat.plot(label='with R params', linestyle=':')\n",
    "\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The fitted parameters and some other measures are shown using `fit.summary()`. Here we can see that the log-likelihood of the model using fitted initial states is a bit lower than the one using a heuristic for the initial states.\n",
    "Additionally, we see that $\\beta$ (`smoothing_trend`) is at the boundary of the default parameter bounds, and therefore it's not possible to estimate confidence intervals for $\\beta$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                 ETS Results                                  \n",
      "==============================================================================\n",
      "Dep. Variable:                      y   No. Observations:                   49\n",
      "Model:                      ETS(AAdN)   Log Likelihood                -258.108\n",
      "Date:                Fri, 11 Sep 2020   AIC                            528.216\n",
      "Time:                        06:24:40   BIC                            539.567\n",
      "Sample:                    01-01-1965   HQIC                           532.523\n",
      "                         - 01-01-2013   Scale                         2202.049\n",
      "Covariance Type:               approx                                         \n",
      "===================================================================================\n",
      "                      coef    std err          z      P>|z|      [0.025      0.975]\n",
      "-----------------------------------------------------------------------------------\n",
      "smoothing_level     0.9999      0.136      7.326      0.000       0.732       1.267\n",
      "smoothing_trend  9.999e-05        nan        nan        nan         nan         nan\n",
      "damping_trend       0.8798      0.059     14.901      0.000       0.764       0.996\n",
      "initial_level      54.2347     55.750      0.973      0.331     -55.034     163.503\n",
      "initial_trend      53.0012     34.393      1.541      0.123     -14.408     120.410\n",
      "===================================================================================\n",
      "Ljung-Box (Q):                        1.42   Jarque-Bera (JB):                20.73\n",
      "Prob(Q):                              0.49   Prob(JB):                         0.00\n",
      "Heteroskedasticity (H):               0.52   Skew:                            -1.02\n",
      "Prob(H) (two-sided):                  0.20   Kurtosis:                         5.45\n",
      "===================================================================================\n",
      "\n",
      "Warnings:\n",
      "[1] Covariance matrix calculated using numerical (complex-step) differentiation.\n"
     ]
    }
   ],
   "source": [
    "print(fit.summary())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                 ETS Results                                  \n",
      "==============================================================================\n",
      "Dep. Variable:                      y   No. Observations:                   49\n",
      "Model:                      ETS(AAdN)   Log Likelihood                -258.881\n",
      "Date:                Fri, 11 Sep 2020   AIC                            525.761\n",
      "Time:                        06:24:40   BIC                            533.328\n",
      "Sample:                    01-01-1965   HQIC                           528.632\n",
      "                         - 01-01-2013   Scale                         2272.587\n",
      "Covariance Type:               approx                                         \n",
      "===================================================================================\n",
      "                      coef    std err          z      P>|z|      [0.025      0.975]\n",
      "-----------------------------------------------------------------------------------\n",
      "smoothing_level     0.9999      0.097     10.289      0.000       0.809       1.190\n",
      "smoothing_trend     0.1183        nan        nan        nan         nan         nan\n",
      "damping_trend       0.8000        nan        nan        nan         nan         nan\n",
      "==============================================\n",
      "              initialization method: heuristic\n",
      "----------------------------------------------\n",
      "initial_level                          33.6309\n",
      "initial_trend                          34.8115\n",
      "===================================================================================\n",
      "Ljung-Box (Q):                        0.27   Jarque-Bera (JB):                19.93\n",
      "Prob(Q):                              0.88   Prob(JB):                         0.00\n",
      "Heteroskedasticity (H):               0.50   Skew:                            -0.95\n",
      "Prob(H) (two-sided):                  0.18   Kurtosis:                         5.48\n",
      "===================================================================================\n",
      "\n",
      "Warnings:\n",
      "[1] Covariance matrix calculated using numerical (complex-step) differentiation.\n"
     ]
    }
   ],
   "source": [
    "print(fit_heuristic.summary())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Holt-Winters' seasonal method\n",
    "\n",
    "The exponential smoothing method can be modified to incorporate a trend and a seasonal component. In the additive Holt-Winters' method, the seasonal component is added to the rest. This model corresponds to the ETS(A, A, A) model, and has the following state space formulation:\n",
    "\n",
    "\\begin{align}\n",
    "y_t &= l_{t-1} + b_{t-1} + s_{t-m} + e_t\\\\\n",
    "l_{t} &= l_{t-1} + b_{t-1} + \\alpha e_t\\\\\n",
    "b_{t} &= b_{t-1} + \\beta e_t\\\\\n",
    "s_{t} &= s_{t-m} + \\gamma e_t\n",
    "\\end{align}\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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7CBjPKV+hLQS9o800r2XKWE4W8U6NoxkAFc2EEEII2WOuJYuoNznWtspWXwqAzjbAeRumZ9SbEpYThZ5Fc8TnQrUhodowNxIvnqsozmgWRl0U89yi9qg5gYpmQgghhOwpq61i2YpDbL1sZCtwMGA6vL0Q7KRnWJfTfC1VRK0p7UrOALq3AppX1JdrTeQqDU3jGaNc55mlJOYiPpycDWl+DCqaCSGEELKniKLZinncXmLZMqbDXrid28sqr8sBp4OhULWuuO8kZ0R2/VnEJxfNZo5oJPLq4+YAedSl2pBQb0qqP2dT4nh+KYUnT0y1l7toQUUzIYQQQvaU1a0SAHOLvUE2shXM7TgECMhb9+RV2tZ1mq/EcnA6GI7NBHf9WcQvd8LNfPEhRlnUjmeMskr7SiyPXKWBtx/Xls8sUNFMCCGEkD3Ffp3m3RnNQmjEsYJRXYnlcXQqCK9rd2JE2IJOczyvboW2IOL7tDyX6xn5++Xw1O4XDmpQ0UwIIYSQPWU10+o022Smudc2QCE0YurDqPolZwCd8Qwzi3qxQns2rH6mGdCWeR3Pa+tu70RFMyGEEEL2jEZTwnpGLoLsMJ6Rr9SRrzZ2JWcIQa/TsuUmhWoDq1tl3DW/e54Z6B7PMLHTnKvA63K0P7dSo4xnxHNVMAZMhahoJoQQQsgdIparoClxOJi5HdJ+4rneGc1CyOe2rGi+0md9tmDFQcB4rorZiE/1gbz2eIaG5zKRq2AqtPugplqGFs2MsTHG2J8wxi4zxi4xxt7KGJtgjH2BMbbU+n3cyGsghBBCyO1DzDMfnQ7ZYjxjo53RvPsgIACELOw0t4vmPuMZAY8TTgczvdOsZUwiPELmtdbPuZPRneb/D8D/5ZyfBvAAgEsAPg7gWc75CQDPtv6dEEIIIWQoUTTfPR9BodqwfJX2Rp/FJoKVM82XYzmEvC7sH+9d0DPGEPaZe1AxkVe/QhsYbTwjlquqnqHuxbCimTEWAfAUgN8BAM55jXOeAfBtAD7VerdPAfh2o66BEEIIIdpcWMuavilOidWtEhgDTs+HwTlQsHhFtYhQm+nTyQx6XZZtBLwcy+PkbGjgKETExFXanHNNK7SBzniGlq59IlfRVKjvZGSn+SiAJID/zhh7nTH224yxIIBZzvkGALR+nzHwGgghhBCiUqpQxQd//Xl89vV1qy9ll9WtMmbDPkwF5SLV6sOAG9kKpkKenpFugDxWUKg1wLm5HXHOOa7E8jg11/sQoBDxu0yL7itUGyjVmppGJYIebZFztYaEdLFm+/EMF4CHAfwG5/whAEWoGMVgjP0IY+wVxtgryWTSqGskhBBCyA5rW2VIvLO9zU5Wt0rYP+7vJD+Ure40l/seAgTkTjPnQKlmbtc+nqsiW673XJ/dzcxOs0g9mdEwKuF0MAQ8TtXjGcmCtlzoXowsmlcBrHLOX2r9+59ALqLjjLF5AGj9nuj1wZzzT3LOH+WcPzo9PW3gZRJCCCHma0rc9O6jUrFWIoRdlod0W90qy0VzO2PY+k7zXKT3zDDQGSswe675ciwHoP8hQCHsc5l2EPDl65sAgPv3RzV9fMjrUj2eIdJNbN1p5pzHANxijJ1qvekZAG8C+ByAj7be9lEAnzXqGgghhBA7KteaePQXvoD/cyFm9aX0JAoNq0cfdmo0JWxkK9g/HkDE34pLs7iwj+UqfQ8BAnKhB2iLShuFSM5Q0mk26yDg80tJ7Bvz44jGzXwhn0v18yiWqWjpbu+kLllavR8H8D8YYx4AKwA+BrlQ/yPG2A8CuAngbxp8DYQQQoitbGTL2CrVsZwoWH0pPYnDbVmbFc0io3n/uB9hnxjPsO4ay7UmMqX6wPGM0AipD6O4EstjLuLDWMAz8P0ifnPGMxpNCV9fTuNb7p1XndEshDUcqozn5PGMQV8jpQwtmjnnbwB4tMcfPWPk5yWEEELsLJmXf5Bbld87TGc8w15Fs4ib2z8esMV4hnieBnWagyPkC49i0PrsbhGfG8VaE42mBNeIyz8GObeWRb7SwDtOTGl+jKCG+L54rgKXg2FiyIsHJWgjICGEEGKyRKtotnq0oJ9Eqztn9SG7nW5tlgBge6fZwudwIysX8Uo6zWa+QGo0JVxNFIaOZgBoP49Gj2g8v5QCY8Dbj2svmrXNNFcxE/bC4dDW3e5GRTMhhBBiMuo0a7O6VQZjwPyYDy6nAwGP09LxjNiQbYCANUXztVQRtaakrNPsFx1744vmexYimAhq7/iGNCxiieuU0QxQ0UwIIYSYTsRgFWxWlArxrD0PAoqMZpGJbOYhtl7ENsBByzpG2WSn1eUh67O7Rdode+O+1oVqA6/d3MI7jo+WhhbyulBUucxGrxXaABXNhBBCiOns3GkuVhvIVxvwuBzIVcxfyjGIyGgW5MUc1naaxwJu+D29F5sAXeMPJn6tr8TycDoYjs+Ehr5vO4XEwBdIL62k0ZA4nhxhnhlojWeo/J6Ui2bqNBNCCCF7kphptrJL2o8YzTg2HUJT4iiavJRjEJHRLIR9bkuLZjmjeXBB5nU54HQw0zvNR6aCfbcUdhMHKo18Hp9bSsHrcuCRQ+MjPU7I50JD4qg2JEXvX641kas0qGgmhBBC9io7d5rFaMbJWblLaZcRjUZTQixXwYGJQPttEZ/L0sOKsVx5YHIGADDG2h1Ss1yJ5xSNZgDoiu4z7vqev5rC40cm4HMPL+IHUTsfLjZaUtFMCCGE7FF2LppFp/nkrFx02eUw4Ea2k9EsRPxuayPnshXMDTgEKMipD+Z07AvVBm5tlnGXwqK5syTGmOdxI1vG1URh5NEMoKtoVvgCRGQ000wzIYQQsgc1mhLSxSoYk8cz7DQzDHQKjRMzotNsj8K+O6NZkFdAW3N91UYTqUJtaKcZEEWzOcX9YlwcAowoev+w1wXGjIvue34pBQAjHwIE1HeaOyu0qdNMCCGE7DmbxRo4BxaifjQljkpd2XymWeK5CsI+Vzt72C7jGatbnYxmIeKTt9lZ8cIjoWLTXNDrRNGkTrPS9dmCwyGPjxj1dX7+agpTIY/i6xkkpDJTul0067BCG6CimRBCCDGVOAR4dDoIAMib1IFUKtY63BZt3ba3yyrtdkZzdPt4RsOiFx4b2eHbAIWQz21aesbljRyCHif2jQ0fGxEiBh2olCSOr11N4e3Hp3RZLqJ2JXk8V4HX5UDEr88CbCqaCSGEEBOJjOajU3LRbPZ65WFirYguM1IV1FjdKmMu4oPH1SldwiZkDPcjtgEqG89wmpaecTmWx8m5sKoiNWzQgcrLsTxShRreMcIWwG7qxzOqmI34wNjoBTtARTMhhBBiqmTrtv4RUTTb7DCgyLU1I1VBjVs7MpqBrrg0C7rhYhug4oOAJrw44pzjSjyvehTCqAOVz19NAgCePDH6PDPQNZ6hotOs1yFAgIpmQgghxFSi03xkWj5oZ6dOc1PiSOSrmIt64XI6EPQ4bdNpXtsqbzsECHQnP5j/HG5kKwh7Xe3u5yBBr8uUTnMiX0WmVMepWZVFs89tyHP43FIKx2dCiua+lVA7npHIV3VboQ1Q0UwIIYSYKpmvIuJzYTLoAWBNwddPulhFU+LthR0Rv9sWBwHrTQkb2fKuTrOV4xly3JyygizsdaFQMz4p5dUbWwCA+w+Mqfq4iF//g4CVehMvX9vUbTQDAPxuJxxM2QtNzjniueHLZ9SgopkQQggxUSJfwXTY2y747DSeEc+KXNtW0Wzxxj0hlq1A4rDVeMZGTnnRHPS6wDlQMni74svXNuF3O3HfvqiqjzPi6/zqjS1UG5Iu+cxCe1GMgr8zhWoDpVqTxjMIIYSQvSqZr2I67O1a1GB9USqIxSaiGIz63bZIz7jVjpvbOZ6hLoJMT7Hs8G2AgpjFNXpE4+Vrm3j40BjcTnXlXcQnF6KSpF8n/LmlFFwOhrccndTtMQEoLpo7i02o00wIIYTsScl8FTNhX7uQslOnObZjGYR829766+ssNunTaTb5hUe9KbVmv5XFuokXSEbGzmXLdVyK5fD4YfVFasTvBudAoabf9T1/NYmHD44rmvlWI+RTdqgy0fpentEpoxmgopkQQggxleg0e11OeFwO0/J7lYhnK3A6GKZC8i1tu4xnrG6V4diR0QwAXpcDHqfD9MI+ma+Cc2Vxc4D6A2xavHpjE5wDjx+ZUP2xeo+5bBZruLiewzt0HM0QlHaaOy8AaTyDEEII2XOK1QaKtSamw/IP8rBJUWRKxXIVTIe8cLYyfu1yEHB1q7QroxmQZ1wjfpchcWmDbGS3j7EME2yP4hj3tX7p2ibcToaHDo6p/lgx5qLXi4+vXU2BcxhTNCtcFCPGMyg9gxBCCNmDkq1tgDOtojnkU9Y1M0s8V8FsVyEY8bmQ13nWVYvVHnFzQtiguLRBYiq2AQLql3Jo8fK1TTywfww+t1P1x4Z1HnN5fimFsM+F+1UeSFRC6aKYeK6CkMJIQKWoaCaEEEJMIjKaRac55HVZcoitHzmiq3M724hZVy3kjObe88MRn/5xacO0twFG1M00G1U0l2tNnF/N4jENoxlAZzxDj+9Fzjmev5rC245NwqXyQKISShfFJPL6LjYBqGgmhBBCTJPI7S6abTWekd2eayuWh2RL1o1o9MtoFozaZjdILFuB3+1sjzUMY3R6xus3t9CQuKZ5ZqB7PGP05/Faqoi1TFnXfOZuIa9bcXqGnskZABXNhBBCiGmSefm2/nTroF24Nf5gB+VaE7lKY9sMqFXpFN02MiKjud94hsv08YyNXAXzUR8YY4re3+j0jJeubcLBgEcOjWv6eD2/zs9fTQEA3qHT6uydQl4nirXhI0NiHbyeqGgmhBBCTJIsVOFyMIwH5G2AYZ8bhar1B+2ArozmbZ1mfQ+IabHazmjuN55h/mFFNdsAATnlw+VghnWaX762ibsXIu3iVy3RCdfj6/zcUgr7xvw4PNn7Rc6oQr7Woph6/0UxnHMkclXM0HgGIYQQsjcl81VMhbxwtNIp7DSeEeuRCGGHTnMno7l3ESaPZ5h/EFBN0cwYQ9Cgr3WtIeG1m1ua8pkFt9OBgMc58phLoynhxeU0njwxpbgLr1bIK39PDnouM6U6ak0JszpmNANUNBNCCLkNNSWOv/fp1/DK9U2rL2WbRCujWRDpGZxbm04ByAengO0b1KJ+69ZUC6tbJThY/3i3sNeFcr2JWkMy5XqaEke8NZ6hhpwvrP8a7fNrGVQbEh4/om00Q9Ajk/vsagb5asOQqDkh6JXTQQbNNcd7fC/rgYpmQgght51EvoLPn9vAc0spqy9lG3kbYFfR7HWh3uSomlTwDdKz0ywOAlpaNJd7ZjQL4hrNOgyYLlTRkLjibYCCXDTrf40vX9sCADx2WNshQEGP7Y/PLaXAGPD2Y8YVzWEFmzTF9zKlZxBCCCFDiB+adopzAzrbAAVRANjhOmM9cm3DXhcYg+kH7boNymgGOnPXZj2HYrHJvMouZsjnQtGATvPL19I4PhPCZGi0AlGPTvPzSyncuxDFeNAz0uMMomQ8Q6TUUKeZEEIIGSLeOtRmhxXQQlPiSBV2jGeYsPRCqXiusuvglMPBEPKan4PcbXWrhP0T/bu6Ya+5c9dqtwEKQa/+SSlNieOV61uao+a6ySkk2p/DfKWO129lDB3NALr/zvS/VvH3nw4CEkIIIUOIwsYOK6CFzWINEseOTvPwrplZdmY0C3p0ILWqNSTEcpUhnWYxd23OcxgTi01UFs1hr0v39IxLGznkqw28RYeiedQDlS+ubKIpcTxpUD6z0Cma+3ft4/kKxgNueF3qtyMOQkUzIYSQ207Mhp3mnSu0ge78XuuvM56r9i6a/W7LIudiWZHR3L/T3BnPMKnTnKvA43RgQuUIQtDr1P3F0cvX5IOuo84zA6NH9z2/lITP7cAjh0c7kDiMiMcrDPh6G7HYBKCimRBCyG0obsOZ5p0rtIGuQ00WX6fUSoSY7dE9jfpHu20/imEZzUCnW2/WNYq4ObWRakEDOs0vX9vE/nE/FsbUHUrsJeKXl8RoTXJ57moKjx+Z1L27u5OS9IxErrJtSY9eqGgmhBBy27FjpzmRE9sAOz/M251mi4vmzVJNToToN55h0ZiLyGg+MGg8Q8fFHEpsqMxoFsJeFwo1/eIFOef4xvVNXeaZAfnFR1PiKNXUH1aMZStYSRYNH80AAK/LCY/TMXg8I1fFbFjfeWaAimZCCCG3oXjr9LyVm+x26tVpDimIzzJDJ6Kr33iGdZ3mQRnNABD0uOBg5o1nxLLqM5oBudPMOTQVpb0sJ4tIF2u6zDMDnUU2Wl7AraQKAIB7FiK6XMswcr557693U+JIFmg8gxBCCBmKc94VOVe3xeIQQJ5pDntd8Hs6t6/tkp4h0gZ65drKBwGtub5bW2XMR/1wO/uXK+2EDxOuUXxvaek06/0CScwzP35E+ybAbu2V6RpefKxn5O8fPcZElBi0STNdqKIpcd0zmgEqmgkhhNxmcpUGyvUmpsNeSBwo6tTZG9XOjGYA8LoccDuZ5eMZYpylVzEY8ctbCxtN8xewrG6VsG/APLNgVjd8dauMWlNSndEM6P8C6eVraUyHvTg82X90RY32ynQNz+N6Rh6j0fJiQoug19X3eRR3mWimmRBCCBlCdE1PzoYA2Cd2LpGvYmpH0cwYQ9jnNmRTnBrxbAUOBkz3WJAhiikruuHyYhMFRbMJ3fBqo4mf/J+vw+924smT06o/vl0063CdnHO8dG0Tjx+eUH0gsZ92dJ+mTnMZUyEvfG5jDwEK4YFFc+sFIBXNhBBCyGAio/nETBiA9YfshNSOFdrCoFvNZonlKpgKeeHqMQYRtWiVtpKMZmHUxRzDcM7xM5+5gNduZvCJ73oAx6ZDqh8j2Cqa9UjQWN0qYyNb0e0QINBJctFyDmAtU8a+MXO6zICYae5TNOf7z+ePiopmQgghtxURN3dyVi6a7ZKg0Ws8A2gVzZbPNFf73lo3e3mIsJEtgw/JaBaMHs/4neev4U9eXcVPPnMC33LfvKbH6GRyj/48fuO6mGfWr2juHATU1mk2a54ZaI1n9HmhGc9VwRgwFdJ/lTcVzYQQQm4rYj73+Ix9xjPKtSby1UbvotlnziG2QeK5St/OXDvSzeQXHyJuTul4hlF3FL5yJYFf+stL+Bv3zuEnnzmh+XFCOnaaX762iYjPhVOtF4Z6aHeaVT6PnHOsZyqmFs3yC83eZxUSA+6ajIqKZkIIIbeVWK6CiaCn3WmyQ6dZbAPsNTMctsl4Rr+0gU6n2eyiWV5sMiijWTBqPGM5WcCP/+HrODUXwSe+6wE4HNrnh/VMz3j5mpzPPMr17ORzO+F1OVR/nTOlOsr1pqlFc3hA5Fx8wPfyqKhoJoQQcluJZ+WuqSj27DDTnCzI3e9eJ/oHzWeaoVJvIlOq9z04NcoBsVGsbpXhdDBFmcgRvxuFagOSpF+8YLZUxw996hV4nA781g88goDHNdLj6ZWekchXsJIq6jqaIYR9btVf57VWcoapM81eFyp1qWeii7zYxJhroaKZEELIbSWWq2Au4u062GTzTrPFRXMno7l3oRG1aKZ5dauMuYhP0W32iE9eHFKo6XONjaaEv/+Hr2F1q4Tf/P5HFB1GHMbrcsDlYCPfVfjGtS0AwGOH9S+axSptNUTcnNkzzQBQ7DGiETdohTZARTMhhJDbTDwnL5/wulq3m23QaU7kd28DFEJet6XjGWIRTL+DgEGPEw5mfnrG6lZJ0TwzMFrGcC+/+JeX8NxSCr/47ffhUZ2KU8YYgl7XyDPNL19Lw+924t59UV2uq5uWlelWFM3h9qHK7ddaa0hIF2uGxM0BVDQTQgi5jdQaElKFWrtrGvG7TVuvPEgyX4XTwTAR3H2iP+xzodaUUG1Ys4Ql3iro+xUajDE5ncKC8QylHd72NjsduuH/6xs38d+/dh0fe/thfNdjB0Z+vG4hr2vk9IyXr2/hkUPjA7ckaiV/nVV2mrMVeFwOTPb43jZKv/lwsaqeZpoJIYSQIXYuNoj4XKaPFfSSzFcxGfTA2ePgVjuKzKJus4jomx0wO6ylAzmKaqPZymhW12ke9QXSN65v4l/82QU8eWIKP/Mtd430WL2ERuw0Z0t1XI7lDJlnBuS/L3kNneaFqE+3JStKBPssihk2ajQqKpoJIYTcNto/NFsFoJaDTUZI9MloBvTdFKdFLFeB3+1s3/LuRcus6yg2MhXFGc2A/HUG1MeldVvdKuFHf/9VHBgP4Nc//LAhkWWjHvp85cYmONc3n7mblr8vZmc0A/0PVSZy4sAtdZoJIYSQgURGs0hc0HK72Qj9FpsA+kaRaRFrzYAP6hSa3WnuZDSrHc/Qdo2NpoQf/r1XUWtK+K2PPopowK3pcYYJDsgXVuLla5twOxkePDCm30V10XYQ0NyMZqCTKb3z70w8J8YzqNNMCCGEDNQ+1NY1nqH2drMRkn1WaAOdAsDK8YxhM6BRv9vUg4Aio9ms8YyVVBGXNnL4Z3/jLk0rspWSM7m1P48vXdvEA/vH4HM7dbyqjojPjVpDQqWurLCvNyXE8+YXzYPGM1wOhomAMfPVVDQTQgi5bcRzFXhdjnZMmhUH2HaSJI5UoX+nOeyVr9XSTvOQzlzE5DEXNRnNQKdbr/WuQnzHFkmjBL3OnjFpSpRqDVxYyxo2mgGoz+SOZeUxGjMzmoH+4xnxnPziVM+lL92oaCaEEHLbiOWq20YNwjY4CLhVqqEh8Z4ZzUD3eIb5xT3nHIlcdeAhQKB1297E53F1q6Q4oxkA3E4HAh6n5vGMzm19Y2ZhhZDXrfnF0es3M2hI3Nii2acuhcSKuDlgUNFsXEYzoKBoZowdY4x5W//8LsbYTzDGxgy7IkIIIUQjsQ1QiPjcqDWV3242gojBmu6zpczKg4BbpTpqTUlRp7lcb6LW2L2BzQhy3Jy6Qizic2secTE6dUEIeZ0o1rRtLnzp2iYcDHjk0LgBVyZTO+aynrWmaHY6GAIeZ8/xDKMymgFlneb/DaDJGDsO4HcAHAHwacOuiBBCCNFo56iBVSugu4ltgP1O9IdHHC0YhZgBH1YsdlaSm/M8rm6VcWBC3Ra+sM+l+escz1UQ9bsNmxUWQq3NhSUNL+JevpbGPQvRdlKIEdoHKhV+L65n5O+fhai5RTMgzzUXa7uLZiPvFigpmiXOeQPAdwD4Fc75PwAwb9gVEUIIIRpwzttJEILa281GSOT6r9AGutYrWzDTrLTDqraYGkW10UQ8rzyjWRhlft3oYkvorH9W9zxWG028fjNjyOrsbmo3K65lypgIeuD3GPtio5ew17XtzkK51kSu0rB2PANAnTH2YQAfBfAXrbcZ9zKHEEII0WCrVEetIe0azwDM65D20hnP6F2UMcYQ9rksGc8QEX39VmgL4mClGQkanYxmdZ3miM81wnhG1fDRDED7IpvlRBHVhoSHDo4ZcFUdau/MyBnN5h4CFHZmXifyxo/YKCmaPwbgrQB+kXN+jTF2BMAfGHZFhBBCiAZi1KA7ccHMDmk/yXwVQY+z3WXsZdSlF1rFshUwhr5xeILaDuQoOhnN6jrN4RGypBO5Cmb6zJzrKaSx0ywi+A5NqnshoVZYw0FAK0YzACDo2f5C04zDnEqK5vdyzn+Cc/6HAMA5vwagbNgVEUIIIRr0GjUIm1js9TNosYkQ8mo/xDaKeK6CyaAX7iEpFWbOht9SmdEsaN1aKEkciXwVc1HjxzP6pT4Mo3bZi1Z+txMuB1N0Z4ZzjrUt87cBCjtfaJpxmFNJ0fzRHm/7WzpfByGEkD0mX6mjqSEFwCi9Rg064xkWzjTnK0OL5rDXZUnkXDxXUVQsdjrNxj+Pq1slOB1MdQqCnJ5RB+fqvifTRTkS0IzxjOAIRXPA48S4QZsKBcaY4tnwXKWBYq2JfRYVzfLfmR5Fs4F3DPoWzYyxDzPG/hzAEcbY57p+fQVA2rArIoQQYnu1hoSnfvnL+MOXb1p9KW29Rg064xk27zSPMI87iliuqqjIMPN5XN0qYz6qPKNZCPvcqDc5KnV1sXii2DJjPKO9/lnl13p1q4T94/6Bq871ElGYbW5VRrMQ9O6caa7C53a0v1eNMOiRvw5gA8AUgE90vT0P4JxhV0QIIcT24rkKtkp1XE8Vrb6Utl6jBuJ2s9XjGU+emB74PiGvC8sWpWcoOVzmdzvhdjJTDgJqyWgGthf2atIcOgfITEzPqKnvNBs9miEo7TSLonnewoOAxWoDnHMwxhBrZbQb+cKi78s4zvkNzvlXALwHwHOc869CLqL3AzD+pQ4hhBDbEqMQGQuL0Z1iPUYNRDKFVZ3mSl2OwVLSaTY7PaPaaGKzWFM0BsEYk1dpm1I0lzQViFqTUjoHyOybniE6zWYIK7zrsd46eGvVeEbI60K9yVFtLdyJ5yqGjmYAymaazwDwMcb2AXgWcprG7xp5UYQQQuxto/UDM1OyUdGc7b0NLOK35pAd0Fls0i+jWQj7XMib3GkW+dFKZ4flDqSx11htNBHPVTV2mkUsnrprFGM9w17Y6EFkcqtJz8iW68hVGqYVzUpfHK1nynA72dDvbaO0R11az2UiX+27QEgvSopmxjkvAfhOAL/GOf8OAHcbelWEEEJsbaN1azZbrll8JR2xXKVnt9CsDmkvwzKahbDXhVpDQrVh3rpvcbdgdkhGsyDPuhr7PL5+MwMAODETVv2xnc2K6q4xkVeWIKIHxpi8yU5F0bxmUnKGEPEpH8+Yi/rgcFgzfBD0dOL7OOetBTXWd5oZY+ytAL4PwOdbbzNuypoQQojt2a3TXKk3kSnVe3ZN5fEMizvNQyPnRAFgXtEsDsCp6zQb+/X+zGtrCHicePfpwTPgvWhNSpEXm5jXLQ151d1VWNUYwadVxK/8IKBVGc2APNIEyF/vQrWBUq1p+NdRSdH8UwD+GYDPcM4vMsaOAviykgdnjF1njJ1njL3BGHul9bYJxtgXGGNLrd/HNV89IYQQS4hFInaZaY4P2GwnosiskGgVzcOWh4RaBZ+Zc83ia6i00DC6Y1+pN/GX5zfwvnvnEPCo7821DwKqvEYzOpTdQio7zWZlNAthnxvlehP15uAUkvVMxbJ5ZkC+OwPI4xlmzaUPLZo551/lnH+Qc/7vWv++wjn/CRWf492c8wc554+2/v3jAJ7lnJ+APCP9cdVXTQghxFIbrSI1W1Kfi2sEUQD2LJoVds6MkMxXwRgwEfQMfD/RaTbzwGI8V4HX5WivyB4m4nernhdW4wtvxpGvNvChh/dr+vh2lrSGg4CmdppVbn9c3SrD7zY+o1mI+IYfVmw0JcRyFcvi5oCuzOtKAwmTYgP7vpRjjP0K5/ynWlnNu/6PyDn/oMbP+W0A3tX6508B+AqAf6rxsQghhFhAzDTXmhLK9aamzqCeYgNGDcIKZzSNkMxXMRn0Ds0c3nmoyQyxXBVzUeURXfLGPeOex8+8voa5iA9PHJ3U9PFelwMep0PVeEa9KSFdrJraaQ56Xaqi+8zMaAa6tj+W631f7CXyVTQlbmnRLMYzirUG8q3FQL1eNOtp0P/lfr/1+38Y4fE5gL9mjHEAv8k5/ySAWc75BgBwzjcYYzMjPD4hhBCT1ZsSkgW5OxfPVbFVqlteNMcHHGqL+Nwo1eTbzWYc9uqWVLANENC+9GIU8ay6sYSIz41aQ0Kl3oTPrTwHWYlUoYqvLibxQ08egVPjwTJ5m526w4rJfBWcmxM3J4S9Lqy15pSV0JpbrZWSjn1nsYk1Gc1AZzwjX2m0XygNG4MaVd//y3HOX2WMOQH8MOf8Ixof/+2c8/VWYfwFxthlpR/IGPsRAD8CAAcPHtT46QkhhOgt0So0Ts9FEM8lkSnVLJ1tBOSDiQGPs/2DtJuYdS1UGhgfMiahNyXbAIHOeIa5neYKHjwwpvj92x3ISl33ovnPz66jKXF850PaRjME+a6C8uew/WLLxPGMoNep6sDn6lYJjxwy7/hXp9Pc/3lcaxXNVv69D26baa4g7HW132aUgS+5OedNANOMMU3/l+Gcr7d+TwD4DIDHAcQZY/MA0Po90edjP8k5f5Rz/uj0tPpTtIQQQowRy8o/MO+ajwCQ55qtFs/JGc29bmFrnXXVQzJfVZRj204CMKloFhFdam5ni1lXI+bD//S1Ndw9H8GpOfVRc90iPpeqQ5/iAJkZK7SFkNet+MWR2RnNgLLovvWM/GJj3sKiOeBxgjE5ci6Rrxie0QwoS8+4DuBrjLGfZYz9tPg17IMYY0HGWFj8M4BvAnABwOcAfLT1bh8F8FlNV04IIcQS4gfmXfNygWOHBI3YgFGDsIHF3iCccyQLyhYuhL3mpmdky3VUG5KqsYRoe3mIvl/vq4k8zq9l8Z0P7xv5sSJ+dQkfnRXaZhbNThRrDUjS8AO0Zmc0A51O86AXH+uZMqJ+d/sOiRUYY3J8X6XROsxp/NdQyX/teuuXA4Cal4CzAD7TetXvAvBpzvn/ZYx9A8AfMcZ+EMBNAH9T3SUTQgixkkiqOD0nd5rtkNUcz1Xx+JGJnn+mpAgwQqZUR73JFXWafW4HnA5m2jXGNIwldI9n6OlPX1uDgwEffHBh5McK+1ztDHElYtkKXA6GSRPHdkI+FzgHSvXm0KJTjEGYO9M8/EXmeqZs6SFAIeR1tcczHjvc+++/noYWzZzzf6XlgTnnKwAe6PH2NIBntDwmIYTcKTjn+Kn/9QY+9PB+PHXSXiNqYn74wIT8QzNj8VZASRo8amDVeIbSbYBAp2tm1kxzO6JP5UFAQH0O8iCSxPHZN9bx5IlpXUYk1GZyx3NVzIS9pm61C7YX2TSGFs1mLzYB5E17Djb478taxtzDif2EvK5W5JzxK7QBBUUzY+zL6B0597QhV0QIIQTr2Qo++8Y6JoNe2xXNsZy8PtfvdsLjclg+05wu1tCQeN8C0KrxjKTCxSZC2OcybTyjcwBORdEslofoeI0vXdvEWqaMf/K+U7o8njyeofz65FlYcxMgQl2pD7ORwe8rMpqH5XzryeGQX8ANenG0nimb0tkdJuRzYTVTQq0pYdaEuXQl4xn/qOuffQA+BMCalHhCCLlDXFrPAQAyJWu7uL2sZypYiMq5sWN+t+XjGcMKQKPGCoYR87JKOs2A+vXKo4hl1W9QM6LT/JnXVxH0OPFNd8/p8nhhr6u9zU5JvGA8V8GRqaAun1upUFeneRizM5qFiN/dN+86X5EPJ9plPOOV61sAjM9oBpSNZ7y6401fY4x91aDrIYQQAuDShlw0b9mwaI5lK3jHiSkAwHjAY/l4xqBtgIBcSDGmb4dUCdFpVlo0m9ppzlcwGfTA41KeW+1r3VnQ68VHudbEX56P4X33zsPv0SfCrjO/3lDUnY3nqpqXqWilJl7Q7IxmITJgIZCYGbcyo1kItV4kAebEBg7928IYm+j6NcUY+2YA+rwkJIQQ0tPlWB4AsGmDQ3bdGk0JiXwF860CNRqwvtO8MWAbINC63exRt/RCD8l8FT63Q3HCgJkzzWoXmwhRlekUg3zhUhyFagMf0iE1Q2iPkCi4xkq9iWy5bmpyBrA9X3gYuWg2LzlDGLR6ft0GGc1C998tM2IDlfxNfhXyTDODPJZxDcAPGnlRhBBypxOdZruNZyQLVUi809Ud87txc1P5djMjxLMVOBgwFerfWYz4zV+lncxXMRNWvqY65HPjetqc5zKWq2jqzEV8/YsptT7z2irmo9rXZvciovuUfK21zHXrQen2x1yljmy5blmnud/faxE5aYvxDF9X0WyHg4Cc8yOGXwUhhJC2Uq2Ba+kiAGCzaK+iuX1rNir/wBwLuHFu1dpOcywnr6p2DZhhDftcfWc0jZJQuA1QkDNnzXku47kK7t8fVf1xer34SOarOLOUwg8/eVTX5Iru8YxhxGITM7cBAl3pGbXB12hFRrMQ9vW/o7CeKcPpYIavrFZCdJrHA254XfpuqexFyXiGmzH2E4yxP2n9+vuMMbfhV0YIIXeoxXgBnAN3z0eQrzRQb0pWX1LbRmb7/PCYDWaaxTbAQdQuvdCD0m2AglmFfa0hIVWoaeqwRgYUU2q012brOJoBqBvPsKrT3J2eMcjqlvkZzULE3/97cT1TxlzEN/BFqlnEc2nW11DJf/FvAHgEwH9p/Xqk9TZCCCEGEKMZbzsm37a2ema420ZrhXZ7ptnvRqUuodI6jGOFWHb4OuiIz2X+QcCCuk5z2OtCtSGh1jD2RZJI9VCT0SzInebRn8c/fX0V9yxEcHJ2tLXZO4VVZHK3i2YTV2gDgNflgMvBhqZnWJHRLER8buSrDTR7bC1cy5RtcQgQ6IxnmBUbqKRofoxz/lHO+Zdavz4G4DGjL4wQQu5UlzZyCHqcuK91+9xOc82xbAU+t6O9UnksYMxqZVXXpKTTrHLpxaiqjSYypbqqW9iiAFASRTaKdrGoIaIr6h/9QOVSPI8Lazl8x0P6dpmBzjY7ZeMZFXhdjnZ32iyMMYR8ww99WpHRLIgxl15z1+tZe2wDBDqd5jmTRmz6Fs2MMfFd1GSMHet6+1EA1rUUCCHkNndpI4fT8xFMBuUfBHaaa97IdTKaAWDML/9At6obXqo15CURwzrNJo9npAry10ztTDOgLFVhFGKWV1On2edGtlwH57s7kEr96etrcDqYLmuzd2pvs1M0nlHFXFT5QU09BT1KimZrMpqBroVAO15oNiWOWLZiu6LZDuMZL7d+/8cAvswY+0orn/lLAP6h4VdGCCF3IM45Lm/kcdd8uN3F3bLTeEamvG0UQlyjVd1wpeugwz55cYjU43azEdRmNAOdQsXouWbxnGmaafa70ZB4OxtXLUni+Ozra3jyxJQhEWHtbXYKO81mj2YISjK5rcpoBvqvnk8Vqqg3ue2KZjuMZzAA4Jw/C+AEgJ9o/TrFOf+yCddGCCF3nNWtMvLVBk7PRdq3Ze02ntFdNIsxjYxF4xlKi+aIzw3OhycW6KWzQlv5D/OQVyQ/GPtcxnMVeFwOjAfUn+nvbAXU9jy+eC2N9WzFkNEMQWnCRyJfNSWmrJeg1zX0e9GqjGag+0Dl9mtca2c022OmeWHMDwcDTsyETPl8gwZ5phljP93j7c8wxsA5/49GXRQhhNypxCHAu+YjGA/IRfOmTYrmpsQRz1fbhwCBrplmi7rhMYXzue0ioNJoHxYzktoV2kBnptno8QyR0azltn/neaxrWlv8p6+tIeR16bY2uxc54WPwc8g5RzxXwdOnZwy7jkFCXtfAF8NWZjQD/TvNYrGJXTrNByYC+MbPvAeTKlJqRjGo0+wEEAIQ7vOLEEKIzsQmwNNzYfg9TvjcDtukZ6QKVTQljrlo5wfmWKuwtyp2LjZkG6DQTlUwqSMuOs2TAxau7BQ2q2jODj842U9khOexXGvi/5zfwPvundNtbXYvYZ9raKe5UG2gVGuantEsDNv+aGVGM9C5g7Tz62y3ohmAaQUzMLjTvME5/9emXQkhhBBc2sjh0GSgvQBhPOCxzUHA9g/Mrg5j0OOEy8EsK+zj2QrCXlf7+epnlGJPi2S+iomgB24VWbZhhfm9o4rnKrh3n/rFJkCnmNKSlvLXb8ZQrDV1z2beKeJ3tzOO+7Eqo1kYVjRbmdEMdB8E3H6N6xn571vEhLs1djR0ppkQQoh5Lm3kcNdcpP3v4wGPbWaa2/PDXUUzYwxjAbdlhxVjuYqi6DQxVmDWVkB5hba6DpgZ4xnyWEJVe6fZrzwHeafPvL6GhagPTxzRb212L0oWsHS2AVpTNAe9LhSr/Q9TiozmfRYVzZ0FLNufx7VMGfM2mWe2wqCi+RnTroIQQgiK1QZubJZw13xX0Rx026bTLFZoz0e3/yCP+t3IWjaesX3Gup9+M5pGUbtCGwD8biccrHc2rl5ubZZRrjc1zSMDnRxktQcBs6U6nltK4YMP7tN1bXYvSsYzrO80O1EYkOayulWGz+3ApAUZzQDgcjrkFJLyzk6zfTKardC3aOacb5p5IYQQcqe7Es+Dc+Cu+c6xEbnTbI+Z5lhrGcTO1IUxC68xnq0oKnzat5tNHM9Qs0IbaC298LoMS8/gnOPnPncBAY8T77tX20E8rbPhV+J5NCWOtxyd0PR51Yj43QMLUqDTaVZ7N0Av4q5CqU90n5zRHLAko1mI9HjxQUUzIYQQW+hOzhDGAx7bpGesZ8qY77EMYszvtqRobjQlJAvKRg1EsWfGeAbnXPUKbSHcWl9shM++sY6vXEniH3/zKc0HzDwuB/xup+qO/XKyAAA4Pm18NFjE5wLnQGFApFs8p2wW3iji8/a7q2BlRrOwcyFQudbEVqmOfVQ0E0IIsdqljRzCXte2H5bjAXkDW9OkpRyD7MxoFqKtazRbqlBDU+KKZpq1Fnta5MoN1BqSxqJ5+NILLdKFKv7Vn1/EgwfG8ANvPTzSY0X9wyPddrqaKMDndphScCk59BnPVSzLaAaGb3+0Q9Ec9rm2vchcz4rkDJpp7osx9p2MsSXGWJYxlmOM5RljOTMujhBC7iSXN/I4PR/e1skdD3rAuXljBYNsZCu75pkBeZW2FYcVlcbNCWHf7hlNIyQL6jOahWGpClr9wucvoVBt4N996H44R5wpjvhdql8kXU0UcHQqZPg8M6Ds0Gc81/sFoFkGFc35dkazNXFzQsS3fUlMJz2HOs2D/DKAD3LOo5zzCOc8zDmPDP0oQgghikkSx+VYHqfntv/v1S4LTiSJ9y00xgJuFGtN1BqSqdekdBugEPG7ka8a/+IjoWGFthDy6V80f+VKAp95fQ0/9q7jODU3+pqFncWUEsvJAo6ZtLVNWae5atkKbaBTNBd7fK3F1j2rO807NyvaMaPZbEqK5jjn/JLhV0IIIXew1a0yCtXGtnlmQO40A9av0k4VqmhIfFtGsyAOBpo9otFOQIgqK04jZnWaNazQFkJefcczitUGfuYzF3B8JoS/9+5jujym0jXVQrnWxFqmbMo8M9B1WLHP88g5RyJfwYxFyRlAZ6a5Vzd8ddPaxSbCzr8va5kKGIOlHXqrKZmAf4Ux9r8A/BmAqngj5/xPjbooQgi507zZPgS4vRMoCtLNorXjGRvtjObdXaZoqxueLdc0dVe1iuUqcDkYpoIKi2a/OfF9yRE6zWGfS9eDgP/+r65gPVvGn/zoW+F16bOFL+Jz4WpC+TUuJwvgHDhuVqfZ3ztjWNgq1VFvcsu2AQKdNJdenWaR0Wx1pznscyNfqYNzDsYY1jNlzIZ9qhb23G6UFM0RACUA39T1Ng6AimZCCNHJ5VgOjGHX7XMxnrFlcae5k9HcYzyjtfDC7AQNETendE427HPjeqpo8FXJRbPH5WhnGquhZ+Tcaze38KkXruP7nziERw7pF/WmttPcTs6wyXiGGOuxKqMZ6ErP6Fk0W5vRLET8LkgcKNaaCHldrbi5O7fLDCgomjnnHzPjQggh5E52aSOHw5NBBDzb/7csxjO2LF5wEmudnO830wyYXzTHchVV3cLIjjQAo4iMZi0Zu2GfG5W6hHpTGqmjV2tI+Pj/Poe5iA//5H2nNT9OL9FWFJkkcUUvWJYTBTgYcHjKnHGDUJ8V0EI8b33RPOggoJycYW1GM7D9xYcomrWuX79dDC2aGWM+AD8I4B4A7e8wzvnfNvC6CCHkjnJpI4979+0+Yx30OOFxOixbUy1s5CrwOB2YCOzufo35W3PXJs80x3IVnFZxsE10SMXtZqMk8lXNcWbdB8TGejzXSv3GV5axGC/gv/2tR9uPqZeIz93qQDba88ODXE0WcHAioNt4yDBupwMBj7Nvxz7R3gZo3XiG1+WAy8F6F82ZkuWjGcD2lelzkg/r2Qq++R5tS3FuF0pexv4+gDkA3wzgqwD2A8gbeVGEEHInyVfquLlZwl1zu4tmxhjGAm7LO80bGTk5o1dnMdruNJt3jZxzxBRuAxTCPhfqTY5K3diUDy3bAAXRJR2lI74Uz+PXv7yEDz6wgKdPz2p+nH7EzHC/Tu5OVxMF00YzhIivf5a02AZo5vz9TowxhHyuPjPN1mc0A92d5gbSxRpqDemOTs4AlBXNxznnPwugyDn/FID3A7jP2MsihBDjXVjLWp5KAQCLcbkPcXq+d5rneMBj+Uxzv8UmABD2uuBg5qZn5KsNlGpNxXFzQKcIMGpNtaB1GyAgP5dA/6UXw0gSx8f/9DyCXhd+7gN3a3qMYZREugmNpoTrqRKOmZScIYR7rIAW4rkKJoIe0zrf/QQ9u5NS8pU6MiXrM5qBzmHFfKVOcXMtSopm8V2XYYzdCyAK4LBhV0QIISaoNST8P//16/jkmRWrLwVvbshF887kDGE86La8aN7IlXseAgQAh4MhavIq7Xg7zUNF0dx1u9ko1UYTm8Waprg5oNNp1lo0/8FLN/DqjS387PvvxpTGbvcw7edRQdF8a6uMWlMyLaNZiPjdfbv18VwFMxZ2mYVwj0xuu2Q0A9v/voiiud//A+4USormTzLGxgH8LIDPAXgT8sITQgjZs66liqjUpfZJeitd2sgh4nP1XTEsd5qtm2mWJI54tjqwQB0LeEydaY7l1B/mEp2zrIFZzZ99fR0A8NDBMU0fH/IOjksbZC1Txr/7P5fx5IkpfOfD+zR9fiWi/sE5yN2uJsxNzhAiAzvNg7+XzRLssf3RLhnNANrpL7lyo13Mm7EG3c6UpGf8dusfvwrgqLGXQwgh5rjSGolIWTwrDACXN3I4PR/pezhtPGjNmmohXayh1pQGrs+VO83mXaPabYCA8eMZTYnjN766jPv2RfHkiSlNjxEeYab5Z//sAiQO/NJ33GfoQUfxPCoZxxFxc+aPZ7hxrU+8YDxXwd19RqHMFPK6dv2dsUtGM9C1JKZcx1apDr/b2U7KuVP1LZoZYx/hnP8BY+yne/055/w/GndZhBBirMWYXDSnC9Uh72kssT77bz6yv+/7jAfc2CoZn/rQT0zBKMRYwJzFIYLYBqimYxhVeYBNrc+f38C1VBH/9SMPa/46iUJF7XhGLFvBly4n8NPvPYkDE8Z2KdsHARUUzVcTBUyHve3utFki/t7xgo2mhFShamlyhhDyunCrVSQLdsloBgCPywGf29Eez1gY81keg2e1QeMZwdbv4T6/CCFkzxKd5nTB2k7zzc0SSrXmrvXZ3cYDHjQlblixN8xGdvg845jJM82xXAVjATd8buWHudQcYFNLkjj+85eu4sRMCN90t/ZYrnZ+r8qv9fW03FV9+OC45s+tlLhGJbPhVxMF09Znd4v4OvGC3dLFGiQOS1doCyHv7vQMu2Q0CxGfPBu+ni3f8YcAgQGdZs75b7Z+/1fmXQ4hhJhDJFaki1XLOriAPM8MYGjRDMgLTszu2AGd+eGhM82mjmdUVY1mAF23mw0Yz/jipTiuxPP4le9+UPGGwl4CHicYU99pvpmWO5aHJo2fhXU5HQh5XX0j3QTOOZaTBXz7g8bNV/cT9rnb8YJ+T+eFlR22AQpB7+70DLtkNAsi23w9Y4+RFqsNGs/41UEfyDn/Cf0vhxBCjFeuNXFzs4So341suY5cpWFJMQoAl2J5OBhwcrb/DbyJYGeV9uH2TUDzrGcqcDsZpoL9b2lH/W7kKg00JQ7nCEWjUrFcWXXh43M74HYy3bcCcs7xn798FQcnAvjW++dHeizGWGuVtrprvLFZhMvBTEs3GHTQTkjmq8hXGjg2bf73bCdLur6taG6P9digaA75XCjWmts2K65ulfHggTFrL6xLxOdCMl9FqlClTjMGj2e8OuQXIYTsSVcTBXAOPHF0AoC1c82XNnI4PBXc9oN9J3H4xqrYuVhWLlAHdVDFNZqV1ayl08wYay290Pcan7+awtnVLH7sXcfgGmH1tRDukaowzI203KHU4/MrEWm94Bykk5xh/kRnv0Of8bz8d90eM83y3/lSvQnAXhnNQsTvxpXW+Q8qmgePZ3zKzAshhBCziHnmtx2bwl9djCNdrOHotDXXcmkjhweGdJY64xnWxM5tZCtDO5hjXVsBJww+xFRvSkgXq5jV0FWVl17o22n+tS9dxXzUp1vMW8jnUp3wcXOzZPgBwG4R//AXHyI5w+y4OaB/vGAiV4GDAZMGZVirEfK2Dn1WGgh5XbbKaBbCPnf778vCmPXdeasNfUnKGJtmjP0HxthfMsa+JH6ZcXGEEGKExXgeHpejfWjKqk5zrlLH6lZ56KzgeNd4hhViuQrmBsTNAcCYX75GM7KaE/kqONd2i11eeqHfNX7j+iZevraJH3nqqG4b5sI+t6ZOsxnzzEKkq5jq52qigJDXZUlXt98im3iugumw15QRomGCrU6z+FqLjGY7ZSGLrGbAXtdlFSX3cf4HgEsAjgD4VwCuA/iGgddECCGGuhLL4/h0CDOtH+YpixI0xG3P03ODb19HfC44HcySoplzjo1sBQtDurpRMZ5hQoJGJwJPfTGm93jGr3/pKiaDHnzPYwd1e8xQjwNig2RLdWTLdRyaMG92OOJ3DX0eryYLODYdtOSQbWc8Y/vzGMtVbXEIEOh0w9tFczuj2V7jGYIdFsJYTUnRPMk5/x0Adc75VznnfxvAEwZfFyGEGGYxnsepuXB77MGq2DklyRmAPIsrsprNtlmsodaQhv7AHGv9cM2UjX8u4xq2AQp6jmecW83gq4tJ/OCTRwbOpKsV8rmQV9FpvrEpx80dNL3TPGQ8I1E0fX220Nlmt/0aE7mK5hXnegt65GsstovmMrwuB6ZC1mc0C+LFx3TYq9udlL1MSdEsvuM2GGPvZ4w9BKB/Cj8hhNhYtlzHRraCk7NheFwORP1upIvWjGdc2sgh6ncrSjwYC3iwZcH2wo1WV3fYNYoXIGZkNcfa16T+drGeneb//OWriPhc+P4nDunyeEJYZaf5holxc0LEL4+QSBLv+ef5Sh2xXMX0TYDCoPEMLXcojBDasf1Rzmj22yajGeh0w+kQoGzoGm0Av8AYiwL4hwB+DUAEwD8w9KoIIcQgVxPySMSpOfmH+WTIY2GnOY+75sOKfkhOBDyWjGd0RiEG/9AURYopRXOuAo/LgXENK337bYpTazGex19djOMnnjnRzn/WS0hlesbNTbloPmjiQcCo3w3O5YIv2uPrsJyUu99WHAIEAK/LAY/Tse1rXW00sVWqY9YmnWaxJEZ0mtcyZVuNZgCdv9f76BAggCGdZsaYE8AJznmWc36Bc/5uzvkjnPPPmXR9hBCiqysx+US/yEWeCnqRsuAgYFPiuBLL4/ScsoUBYwG3JekZSrYBAoDTwRDxuUyJnItlK5iNeDV15CI+N8r1JmoNaaRr+C9fvoqAx4mPve3wSI/TS8jnQqnWRKOp7BpvpIuYDnsR8Cjpg+mjPf7QZ0SjEzdnTdHMGJNHcbq+HxM5ETdnjwKwvf2xa6bZTskZQOfrvKDhrs7taGDRzDlvAvigSddCCCGGW4znEfQ42yfBJ0MepC0Ye7iRLqJcbyresjURtKbTvJGtwOVgmFIQ0WXWVsBYrqJ5OUW4fUtce3F/PVXE586u4yNPHGonm+hJdK6L1aai97+RLuGQiV1moNOB7PciaTlZgNvJTO1+7xTxb0/4ELPwMzbIaAbkjYCAXDQXqg1s2SyjGeh8nedpPAOAspnmrzPGfp0x9iRj7GHxy/ArI4QQA1yJ5XFyrjMSIY9nmN9pvtxKzhh2CFAYa41ncN57htQoclfXpyiiayzgNiVyLp6raO4WiiJglBGN//rVZbicDvzQk0c0P8Yg4VYxla8qey5vbpZMPQQIdA6IDeo0H5oMwm3SspVeIjvyruM26zR7XQ64HAyFagNrW/bLaAbkkZ+Iz2WrLYVWUnIv522t3/9119s4gKf1vxxCCDHWYjyP99w12/73yaAXW6U6Gk3JtG1qgHwI0MGAE7PKbl+PB9yoNzmKtWb7tq4ZNrIVxVFTUb/b8JlmSeKIZSt4b9fXUI1hxd4w65ky/vdrq/jw4wcNS2EI7YgiG6RSbyKWq5gaNwd0raku977G5URh4Gp4M4R3HPq00wptoLUy3edCsdroipuzV9E8FfLi3M9/s9WXYRtK/s/7g5zzle43MMaOGnQ9hBBimFShinSxhpNducgi3mmzVDM1iurSRg5Hp0PwuZXFOLUXnBRrphbNsVwFdy8o74avtjpmRuCc4//9/JuoNiTcr7HzFfYNLvaG+eSZFXAO/J13HtP08Uq0Z10VdMNXt0rg3NzkDEB+gQTsjnQDgFpDwo3NEr7lvnlTr2mniN+FWKtQBoB4vgKP09HeXmkHQY+clLLa7jTbazyDbKekrfInPd72x3pfCCGEGG2xNRJxqqsDJtbpmp2gISdnKCtGga5V2ibONXPOsZ4pD11sIoz53YbONP/al67iv3/tOv7224/gA/drK8g64xnqO83JfBV/+PJNfMdD+wzdjtaOIlPQaRZxc6aPZ/SJdJOvqYimxHFsxtzu904R3/btj4lcFTMaD5AaJeyTk1JWt0q2y2gmu/VtVzDGTgO4B0CUMfadXX8UAWCPexuEEKLCYlwumk/OdUYiJoPmLzjJlutYy5TxfU8o3yI3EZSLFDMXnGRKdVQb0tC4OWEs4Ea2XIckcTh0XlP8ey9cx3/8wiI+9PB+/Iv336W58BlU7A3zO89fQ70p4cfeZVyXGejMNCvpNLczmk0+cBfyuMBY705zOzlj2urxDNe2OwpiPt9Ogl5RNNsvo5nsNuge3ykA3wpgDMAHut6eB/DDBl4TIeQ2kS3XEfA4LT0M1O1KvIDxgBvTXUkQ7U6ziQtOLotNgArj5gB59AGAqQtOlC42EaJ+NyQud0ijfv1ugX/2jTX83Gcv4j13zeLffei+kQpyreMZlXoTv//Cdbz//gUcNXhhx86lF4Pc3Cwh5HVhwoAUj0EcDoawt/d2xeWkXDQfnba+01yuN1FvSnA7HYjnK0NX1pst5HUhU6ohX2nQaMYe0Ldo5px/FsBnGWNv5Zy/YOI1EUJuA5LE8c3/6Qy+7y0H8ePPnLD6cgDIneaTs9uXiYjboSkTO81K12d3m7BgPCOWk+cslR4EFIV9tlTXrWj+8uUE/uEfncUTRyfw69/70MiHNdsdUpWd5mupIoq1Jr7pbm0HENUQkXMFBekZN9JFHJwIWNKhjPh7b1e8mihgIeprR6pZpTspZSLoQSJXxTtPTlt6TTuFvC7c2iphq1jD/fujVl8OGULJ/32+gzEWYYy5GWPPMsZSjLGPGH5lhJA97eZmCbFcBdfSRasvBYA8n7sYy+860R/1u+FyMFNj5y7H8hgPuDGrIi824neDMXM7zesZudOsdLHBmNgKWNbnGl++tokf/YNXcdd8BL/1A48qPjQ5iOiQqo2cW2ltuDOjexpwO8GYwvGMzZLphwCFiM/d88XH1WQBxyxaatKtk/BRb2ch2208I+R1IZmr2jKjmeympGj+Js55DvKoxiqAkwD+saFXRQjZ8y6sZwGYW+QNspGtIF9tbEvOAOTYJ7NXaV/ayOH0XERVd9DpYBjzu02daY5lK3A6GKbDyop7kUqgR+zcxfUsfvB3v4F943787sce03VVdb8O6SArrZGDI1PGF80OB0PI4xp6ELApcaxulk0/BChE/e5dy00kiWM5UbRsE2C3sLczv55opWioeaFqhqC383W2W9wc2U1J0Sz+T/UtAP6Qc75p4PUQQm4TF9bkEYRNE4u8Qa7EdydnCJNBr2kzzfWmhCtxdckZwnjAg00TxzM2shXMhL2KFpsAXUXziAtOrqWK+Oh/exkhnwu//4Nvac+d6yXcp0M6yEqqiIWoz7RV1SGfa2inOZaroNaUTM9oFiJ+167Z8I1cBeV60xZFc/d4RnuxiYmxkkqI+XWAiua9QMnf/j9njF0GUAbwdxlj0wAqQz6GEHKHu2izTvOSSM7osUxkMuQxbab53GoWlbqERw+Pq/7Y8aA5a6qFWK6seJ4ZAKJ+MdOs/Rpj2Qo+8tsvQeLA7//gWwyJdov4eh9gG2TZ5JGDUCtVYZAbrdEnO41niOSMYwYfllSiezyj2pAAADO2G8/ojBzReIb9De00c84/DuCtAB7lnNcBFAF8m9EXRgjZuzjnuLBmr6L5SqyA2Yi3fVit21TIi5RJM80vrqQBAG85MqH6Y8cDbmwWzevcb2QqipMzgM7CC63jGVvFGr7/d15CtlzHpz72uGHdSrXjGZxzrCSLOGrCaIYQ8g2fu74pMppNjpsTej2PyyJuzgad5nDX9sf2NkAV389mCLVGSCijeW8Y2mlmjP1A1z93/9HvGXFBhBDl3lzPYTbi1f329ajWsxVsleqYCXuRyFdRa0jwuKyNnRPJGb1MBs2baX5xJY1Ts2FNX7OxgAcX13MGXNVunHNsZCt49+kZxR/jcTkQ9Dg1jWdwzvFDv/cKbmyW8KmPPY77DEwSCCsoSLsl81UUqg3Do+a6hX2754V3urFZgtvJsGDgopVBIj43irXmthX0V5MFjAXc7fxzK0W6ovviuSqCHqep2zSVCLY6zZTRvDco+Sn2WNevJwH8PIAPGnhNhBAFmhLHd3/yBfzal65afSm7iC7zkyfkeCczRwp6aUocS4l8z3lmQM5qLtebKNW0rVZWqtaQ8Mr1LTxxVH2XGQAmgh7TIudy5QbK9aaqTjMgF/ZarjGWq+DVG1v46feexFuPTar+eDX6pT70czVp/shB2OtCYcg13kyXsH88oHjmXG9RMf7Q9QLkaqKAY9MhWxSAQY8LjtYClnjefotNgE5uOI1m7A1KxjN+vOvXDwN4CID1LyEJucMtJwvIVxpYy5StvpRdLq5l4WDA21rFj5mH13q5tVlCpS717zSHzNkKeG41g3K9qbkoHAu4UalLKNeaOl/ZbhsqM5qFqN+NrIbxjGspeT733gXjs2ojfjcK1QYkiSt6fzPj5gRFM82bRctGM4Cu7YpdHfGVZAHHbTDPDLRSSFoLWBK5CmZslpwByIU9QIcA9wot90tLAOyxqYCQO9i5Vbmbm8ybly+s1IX1HI7PhNq3jTctnmu+0l6f3bto7iw4Mfa5FPPMjx/RVjSbueBkI6NuG6AwFnBrGs+4npLncw9PGV8ERnwu8NbmQiVWkkX43U7MmdipHJaewTnHjbR1Gc2A3LEHOotiMqUaUoWaLeaZhYhfvqsQy9mz0xyiTvOeomSm+c8BiJfjDgB3A/hjIy+KEDLc+dUMAJsWzWtZvOP4VHu175aJh9d6EckZJ/r8MJ8MtlZpG9xpfnFlE6fnwppXHotDjJvFmuFzrJ0V2uo+z3jAg8sx9XPX19NFeJwO1Z9Pi3axV1a2uXA5WcDR6eBI67vVCnldKNaaaEq85/hFplRHvtKwSadZLu7byRkz1q7P7hbxyYcV47mqLYvmfWN+RP1uPHxwzOpLIQoomYj/D13/3ABwg3O+atD1EEIUOteaG04WquCc22KGEAAS+QoS+Sru2RfFeFD+oWr1eMaVeAEHJvx91/q2xzMMzGquNpp45cYmvuexg5ofQxTbeiwPGSaWLcPBoHixiRANDD/A1su1VBEHJ82ZzxVRZEoPA66kCnjwgPqIwFGIWddirdEu8rvd2JQ784cmrStQ25FurU6zKJqPT/e+o2OFsM+FW5tl1BqSLYvmsYAHZ//lN1l9GUQhJTPNX+369TUAhxhj/9mEayOE9FFvSnhzPQevy4FaQ1KdOWskke5w70IE42KcwOLxjMVY/0OAQKfTbGRWs8hnfuKo9kNu4wHzXoRsZCuYDnvhdqqb4hvzu5Ep1cG5snlh4XqqiMMmFYA7xwoGqdSbWN0qmxo3B3SK5n6FvdUZzcD2jj0gd+S9Lgf22Wg+N+J3t+fl7bYNkOw9iv5vyBh7kDH2y4yx6wB+AcBlpZ+AMeZkjL3OGPuL1r9PMMa+wBhbav1u7st3Qm4DS/ECqg0J7zg+BcBeIxoXWx3wuxcicDsdCPtcls401xoSlpOFvocAAcDvcSLocRo6nvHCchqMQXNyBiAvNwHMSSPZyFYwp2FUYizgRkPiKKo4rChJHDc2Szhiwjwz0JXfq6AjfiNdAufmHgIEOvm9/eaarc5oBjq53OLOwtVEAUenQ5alefQS8blRa8qLTezYaSZ7S9+imTF2kjH2c4yxSwB+HcAtAIxz/m7O+a+p+Bw/CeBS179/HMCznPMTAJ5t/TshRIXzaxkAwNN3yRm6diqaL6zlcGQq2C5MzIxJ6+V6uoiGxHGqzyFAYTJk7CrtF1fSOD0X6blcRamxVpFixouQjWwZCxoWQYz51Rf2G7kKag0Jh03q5qoZz1i2IG4O6BwQK1R7F/Y3NkuYjXjhczt7/rkZAh4nnA7WGc9IFnDM5BcXw4S71lTbbYU22XsGdZovA3gGwAc45+9oFcqqco4YY/sBvB/Ab3e9+dsAfKr1z58C8O1qHpMQIt/qD/tcePSQ3LVMmrTNTokL61ncsxBp//t4wGNpp/lKTBwCHFY0G7fgpNpo4tUbW3jrCKMZAOBqde6NnmkWi020bE+LBtRvBbzeun1+xIbjGSutotn8TvPgwv5muoRDE9YWqIwxeSV5udEeY7FTcgbQOawIwJaRc2RvGVQ0fwhADMCXGWO/xRh7BoDaey6/AuCfAJC63jbLOd8AgNbvytdNEUIAAOfXsrhvX7Q9o2eXTnOmVMPqVhn37utk7Y4H3KYcXOtnMZ6H08GGFj2TQeNWab9xM4NqQxppNEOYCBr/IiRfbaBUU7/YBOh0w9UcBhQzp2Z1mkUXV6Q+DLKSLGI+6kPAY+4muXC709xnpnlTPjhpNRHptpIsgnN7rM/uJrYCjgXclnblye2hb9HMOf8M5/y7AZwG8BUA/wDALGPsNxhjQ496Msa+FUCCc/6qlgtjjP0IY+wVxtgryWRSy0MQcluqNpq4tJHDffujiPrdcDuZbYrmziHArqLZhCJvkMV4HocnA0N/YE6FPEgbdJ0vrmyCMeAtGvOZu2nduKdGrBU3p22mWX3Cx/VUEV6Xw7QcZLfTgYDHibyCTvNysmD6aAbQ6TT3mmmu1JuI56o4ZOE8syAi3azYmqiEuKtAoxlED0rSM4qc8//BOf9WAPsBvAFlc8hvB/DB1uHB/wngacbYHwCIM8bmAaD1e6LP5/0k5/xRzvmj09PTiv5jCLkTLMYKqDc57t83BsYYpkJe2xTNYn1293jGhAlF3iCL8cLQeWZAHs/YLNYUb4lT44WVFO6ej7RHF0YxYULnfr21ZVJTp1mMZ5SVf82vp+XkDDNzkJWs0uacYyVZNH00AxicnnGzFTdnh05z1O9GrtLAcqIABwOOmJwyMoyYX6fRDKIHVVlCnPNNzvlvcs6fVvC+/4xzvp9zfhjA9wD4Euf8IwA+B+CjrXf7KIDPqrxmQu5o51qHAO/fL3dzp8Ne28w0X1jPYd+Yv53yAMid5lKtiUrd+NXPO1XqTVxPFwcmZwiTQS+aEteUMTzsGl67mRkpaq6bGTPisay2bYBAJ1FBTWF/LVU0ZRNgt4jfNXQ8I1moIl9tmB43B3TWK/faWngjbX1GsxDxu5BtdZoPTAy/o2O2dqeZkjOIDrSs0R7VvwXwXsbYEoD3tv6dEKLQ+dUsxgJu7G9loU7bqNN8cW37IUCgs5DDim7z1UQBnGNgRrNg1IKTN25lUGtIIx8CFMaDHsMj5zayFTAGzGi4pe1zO+FzOxS/+GhKHLc2y6bNMwthBZ3mlaQ8a33Mgjldh4Mh5O29Srud0Wyj8YzlhDVjLMOE20UzdZrJ6EwpmjnnX2mNd4BznuacP8M5P9H6fdOMayDkdnFuVT4EKDYAToftUTTnK3WspIrbDgECaC84sWKuuZ2coaBongoZs+BE5DM/dmT0Q4CAfLCyWGui2jCucx/LVjAV8sLj0vYjYsyvvLBfz5RRa0qmJWcIEZ9raOTccjs5w5piMOR19Yycu7lZQtjnao/CWCnidyNTlv/u2+0QINC582HWvDy5vVnRaSaEaFSpN7EYz7dHMwC5aN4sVtE0YBZXjUsbcoF6774+neai+Qkai/E8PE4HDiuY/Wx3mnUuml9cSeOehUj7h/eoxk1Ypb2eLWsazRDGVMxdi+QMs0cNROrDICvJInxuB+YtKrhCPlfP9Iwb6RIOTQbaL5ytFPG5UGtIqDUkHLdhp/nAhB+/+B334oMP7LP6UshtgIpmQvaQSxs5NCSO+/aNtd82HfZC4vqPFah1cV0+BNidnAEAE0HzVj/vtBjP49hMCC4Fq6DFKm09n8dKvYnXb2V0G80AzOncx7KVkYrmaKv7qMT11qiB2QfIwj7X0I2AK8kCjk6FTD2g2C3k7d0Nv7lpfUaz0J2DbMUYyzCMMXzfWw7pcgiXECqaCdlDzrfSKbZ1msVYQd66hApA3gQ4HfZiZkdXThR5WxaMZyzGCzg1q+wH+XjADcb0Hc947eYWag1Jt0OAQCedwqgZ8Uq9iY1sBfMa4uaEsYAbWRWdZr/bafrMacTnRr7SAOf979AsW5ScIYR7jJA0JY7VrZItkjMAbLuDYsdOMyF6oqKZkD3k3GoWUyHPti7gdLi14MTiBI2L61ncu+MQICD/UGXM/JnmfKWOtUwZJxXEzQHytr3xgAdpHZ/HF1c24dBxnhkwdtzlSiyPb/v1r6FQbYy0iGXM71EcOXc9VbRk1CDid6MhcZT7pLpUG02sbpUsm2cG5KJ553jGeqaMepPb4hAg0EmnmAp5qZtLbntUNBOyh5zfcQgQ6CqaLTwMWKk3sZQo7DoECMjFaNTvNj09YzEuH+JSkpwhTOm8SvvF5TTu3RdtFxZ6aHfudXw+Oef4/Reu44O//jzSxSp+92OP4X33zmt+PDUzzTfSJUuyfcNDtgLeSJcgceCYhZ3mXukZdspoBjo5yMdn7DEuQoiRqGgmZI8o1RpYSuRx3/6xbW8XqQ9WFs2XY3k0JY57FnYXzYC84MTsTvNiXD6YqCSjWZgMenWbaS7Xmnjjln75zEJ7eYhORfNmsYYf/r1X8bOfvYgnjk7i//zkU3jXqZmRHjMacKPakIZmczeaEm5ulkyPmwM6HdJ+WwFXbLDhLuR17+o02ymjGeg8j3aMmyNEby6rL4AQosyb6zlIHLh/Rzc36HUh6HFaWjSLTYA7kzOE8aD5WwGvxPIIeJzYN6Z8Nncy5MGbrVXgo3r95hZqTf3ymQWvy4mgx4lNHcYzvn41hX/wR29gq1jHz37r3fjY2w7rcuhtzN/phg+ajV7LlNGQuOlxc0DnAFu/BI3lpDUHFLuJ9AxJ4u2vy43NIjxO81aODzMZ8sLBgLvme//dJ+R2QkUzIXvEuVW5ML1v/+5urtVbAS+uywtX+hWo4wEP1lqrmc2ylMjjxGxYVRE4FfIipdPz+MJKGk4Hw6OHx3V5vG6jLjipNyV84q8X8ZtnlnFkKojf+ehjPUdrtOp0w+sDi2YRN2dNp3nweMZysoC5iA9Br3U/JsOtz12sNdpLOm6mS9g/4YfTokSPnSaCHnzu779D0ap6QvY6KpoJ2SPOr2UxG/H2XAcrLzipWHBVsgtrOdy7EO17mGsi6G53o81yJVbA06enVX3MZNCDXKWBWkPSvNhDeHFFnmcO6zjPLIwHPJoj/K6nivjJ//k6zq5m8eHHD+Bnv/VuBDz6/ijoLpqHXQsA01doA51Ncf06zSvJIo5ZPKcbahX2hWqnaL6RLtnmEKCg5wsuQuyMZpoJ2SPOrWa25TN3s3IrYK0h4Uosj3v6jGYAcmd0s1QbGO+lp3ShilShqmqeGZBvNQOjJ3105pn1S83oJo+7qB/P+Owba3j/rz6Ha6ki/sv3PYx/8533614wA53xjOyQBI3r6RKCHmc7NtFM4gBbrkcOMuccy62MZiuJw4oido5zLmc022SemZA7DRXNhOwBYkX1/T1GMwA5q9mqonkpkUetKe1aatJtIuBBrSGhVDNu9XO3dnKGylvGYivgqCMar97YQr3JdT8EKIwH3Kpzr/OVOv7hH53Fybkw/s9PPYVvuU97OsYwSjvN11JFHJ4KWrLZThxg67XgJFWoIV9pWJrRDMjpGUCnaN4s1lCoNnDQZp1mQu4UVDQTsgdcXM+B897zzIDcac5VGkPTCoxwcU0+ODfoFq1Y/WxWgoZIzlATNwfIkXMAkB7xOl9szTM/dtigTnNA/cHK82tZNCSOn3zmhKrDkVq0i+YhG/eup4uWzDMDgM/thMfp6DmeYYfkDKDTaRYJGjc2RXIGFc2EWIGKZkL2gPPiEGCfwlRkNet1iE2Ni+tZhLyugXOWE61sYaXZvaO6Es8j6ne3nxel2qu0R3weX1hJ47590XanUG/jAQ/ylQbqTUnxx5y9JbZJjhlyTd38rYJ00Ne73pSwulXGYQsLwIi/95rqldastfWdZvnFh8hqvpmmopkQK1HRTMgecG4ti4Wor53JvJOVC04urOdw93xkYErFeFD+4a/18Jpai7E8Ts2GVd/2F+MZoyw4KdUaOHsrg7ceM2Y0A+g8n2pehJxbzeDgRKC9UdBIjDFEA+6BM823NktoShyHLZzPjfjcPcczlhMF+NwOLIywSlwPnYOA8jXeSJfAGLB/nIpmQqxARTMhe8D51Uzf0QwAmA7JiRpmF81NiePN9dzAQ4BA1xY7E8YzmhLHlXgeJ+fU31oPeV3wuBwjdexfub6FhmTcPDPQeT7VxM6dW832nYk3wph/8FbA62nrc5DDPlfPg4ArqSIOTwZ1yawexc6Z5hubRcxFfPC5nVZeFiF3LCqaCbG5bKmO6+nSwNvq7U6zyeMZ11IFlOvNgYcAAbS7m2bMNL9xawv5SkNT0coYw1TQg9QIneYXV9JwORgePaR/PrMgimalz2cyX8VapowHTBjNEIat0r6WkkcNrJppBuQFJ706zSvJAo7NWL/hbmfRfDNdokOAhFiIimZCbO7C+uB5ZqAzVmB2p/mCgkOAgHwb3MFgylbAZy8l4HIwPHlCXUazMBkabZX2iytp3L8/auhSDDGeoTR27txqBgBM7TRH/Z6BBwGvp4oIe12YNGFcpJ+Iz71rjXa10cTNzRKOWVjMC04HQ9Dj3HYQkOaZCbEOFc23sUq9iQ9/8kX8+peWrL4UMoLza8OLZrfTgYmgx4KiOQuvy4FjQw5MORxMXshhQqf52UsJPHZ4AlG/tqUikyGP5pnmYrWBc6tZQ0czgK5xF4UvQs6uZuFg5i6hGAu4kR1wfSI5w4q4OSHi3z2ecTNdgsSBoxYnZwghnwuFSgOlWgPJfJUymgmxEBXNtynOOf7Zn57HCytpfO1q2urL6euri8l2PBjp7fxqFgcm/O3Ytn6syGq+sJ7FXfMRuJzD/1ciL+Qwtmi+tVnClXgez9w1o/kxJoNezekZr9yQ55mNPAQIqC+az61mcGImbOpK6DG/e3Cn2cK4OSHc4yDgclKetbY6bk4IeV0oVBu42Yqbo/EMQqxDRfNt6ne/fh2feX0NQY8TG9my1ZfTE+ccP/GHr+P/e5Y64YOcW8vg/j6bALtNhT2mzjRLEsfFtRzuHXIIUJgwodP85SsJAMAzd81qfoypkAeporbthS8sy/PMjxg4zwwAfo8TPrdD0cFKzjnO3sqYOpoByJ3mUq2JamN3dnitIWFtq4wjFo8aRHwuVBvStmtcSckZzUcsjpsTQj438tUGblDcHCGWo6L5NvTCchq/8PlL+Ka7Z/G9bzmI9WzFtPXFaiTyVWTLdcSyFasvxba2ijXc2iwPTM4QzO4039oqIV9tDD0EKIwH3dgqGpvT/MVLCRydCo6UyDAZkrcXijlSNV5cSeOBA2OGrKbeaSKgbJX26lYZW6U67j8wZvg1dYsGxCrt3dd4c1MegbC60xxpjfB0ZzUvJ4qYjXgNy9hWK+x1oVCpdzKaJ+xRzBNyJ6Ki+Tazlinj73/6NRyeDOAT3/UA9o35UWtII284M8KVmDyWQUVzf2Ke+X4Fs6jTYbloNusFktJDgMJE0GNoTnOx2sCLy2k8fVr7aAbQveBE3bVW6k2cX8viLUeM2QK401jAo6jTfLZ1CPBBE5MzAHk8A5DTX3a63loeYnXRLDbudY9orKQKthnNADrjGTc2i4j63YgGtM3qE0JGR0XzbaRSb+JHf/9VVBsSPvkDjyLsc2O+tS53PWO/EQ0xyxzPVSBJ9uuE24Eomu9RWDRXGxLyGjqkWlxYz8LtZDgxq6zAGG8VeUYV9c9fTaHWlEYazQC6FpyoTNC4HMujKXFTNu4Brc69ghch51az8DgdODWnbqX4qAat0m5nNFt8qC3i295p5pxjJVm0fBNgt7BP3lp4I03JGYRYjYrm2wTnHD/zmQs4v5bFf/ruB9udkn3totl+3dzLrU5zQ+K27ITbwbnVDI5MBRUlQZi9FfDieg4nZ8PwupQtWpgIetCQuGFF/bOX4gj7XHj08GjzxGLrotqs5gutFzhKZ7xHNR7wKNoI+MatDO5aiMDjMvd/92P+/qvTr6Xkrumww61GE+MZuVbsXLpYQ7Zcx9EpG3WaW+kZNzcpo5kQq1HRfJv4vRdu4H+/toqffOYE3nt3p9O2YPNOs7O1cSues19RbwfnV7MDo+a6mbkVkHOOi2tZxfPMgLFbASWJ40uXk3jnyWm4FSR5DKJ1lfbF9SzGAu72C1WjjQeGj7s0JY4La1k8YPIhQKCr09zjGu2QnAF0j2fIL+RWWskZtuo0e10o1BpY2ypTp5kQi1HRfBt4aSWN//cv3sR77prBTz5zYtufjQfc8LoctiuaJYljMZ7HQ63DSTTXvFsyX8V6tqI49UB0mkdZAa1ULFdBulhT1VU1civg+bUsUoXqSFFzgrhOtbFzF9ZyuHchalru8HjQg2y5juaA0ablZAGlWtPUTYCCmL3tdRDweqqEwzYoAMV4hug0ryTl5AxbzTT7XOBcviNHhwAJsRYVzXvcRraMv/fp13BwIoD/+N0PwuHY/gObMYZ9Y35s2KwovbVVQqUu4Z0n5a1tG9Rp3uWCgqUm3cwczxCHAJXMWgviVrwRWc3PXorDwYB3nRy9aPa6nAj7XKpGhmoNCVdiedxj0mgGIL8g5rx3USqcvZUBADxwwPxOc9jrgtPBdo1nVOpNrGfLOGyDJR2d9Az5GpeTBXhdDtPuFigR8nZGsw7a4IUGIXcyKpr3MHHwr1xr4pM/8Ei7a7LT/JgPazbrNIvkjLcdn4LTwRC3WVFvB+dWs2BMeWE65nfD5WAmFc3yhrm75lR0mgOi06x/7NyzlxN45NC4bjOyUyGvqo79YjyPWlNSNa4yqgkFL0LOrmYQ8rosmdFljGHMv/uw4s3NEjjHSLGAegl6nHCw7eMZR6aCu5oPVgr5OtF3NJ5BiLWoaN6jOOf42T+7gLOrWXziux7E8Zn+J+MXon7bLTgRyRmn58KYDnkRo07zLufXMjg2HVKcF+twMEyZlNV8cT2L4zMh+D3KDgECctoDoP9McyxbwcX1HJ4+PVpqRrfJoLpV2hfXxSFAM9dUD58RP7eaxb37IpYVgdHA7q2A12wSNwfIhX3Y5+6MZ6SKthrNADpz1x6XA7Nhn8VXQ8idjYrmPep/vHQTf/zqKn786eN4371zA993YcyPRL6KWkMy6eqGuxIv4MCEH0GvC7NRn21nmn/mM+fxubPrlnzuc6tZRfnM3abDXlO2Al5Yy+EelV3VkNcFt5PpPp7x7OU4AOgyzyxMhbyqIucurOUQ8rpwyMR0g4n2Ku3enftqo4lLGzk8YPJSk25jfveunOYbNombEyJ+OdKt1pBwc7Nkq0OAgDzmAsjrs+3UASfkTkRF8x7EOcevPruEJ45O4Kfec3Lo+y+M+cC5vRIqFmN5nJqVu+PzEZ8tO80X1rL4Hy/dxF9djJn+ueO5ChL5qqJNgN3EghMjJfNVxHIV3LOgbn6XMSZnNetcNH/pUgIHJvw4MaNfh3AypK7TfGE9i7sXzO3oinSKfp3myxt51JvckkOAwljAg0x5+/VdS5UwHrDPko6Iz41cuY6bm0U0JW67olmMZ5j5gowQ0hsVzXtQrFVQve+euXZk2yB2i52rNSQsJws42Sqa56I+W840f/rlmwDUpyjo4dxqaxOg2qLZhPGMC+vqDih2mwh6dE3PKNeaeP5qCs+cntU1tWIy5MVmqTYwmUJoNCVc2siZOs8MDD9YKTYBqv0e0tOY373rIOD1lD3i5oSwz4VcpY7lVtyc3cYzxHgWHQIkxHpUNO9BoqC6T2EHqV0022Su+Xq6iIbE2xvKZiM+5KsNFEzaZKdEsdrAZ19fA6B+yYUezq9m4GDA3fPqO83porJiT6sLq8q3FO40FnBjS8eDgC+spFBtSCOvzt5pKuQB58qSPlZSRVTqEu7bb15yBiAfYvM4HX2zms/eymIy6LE0CSIa2D2ecT1dtM1oBiB3mvOVRjuj2Q4HFLtNBr0Ie12W3jEghMioaN6Dzq1m4HIwxbfHF6L22gookjNEp3k+Kh9usdNc8+fOrqNYa+KehYgpucc7nVvL4uRsWNVBO0AumpsSNyTWTTi/lsXRqaDiA4rdJoLDF3Ko8cVLCQQ9Trzl6IRujwnIhQqgbMFJexOgyZ1mxhjGAm5k+rwIObeawQMHxkzLje5lzO9BvtpAvSmfpyjXmtjIVmzVaY745fGM5WQBM2Evwn1SiKzi9zjx4j9/Bt/24ILVl0LIHY+K5j3o3KpcUPncygoqv8eJ8YDbNuMZYhOgmB2cjchFs51mrj/90k2cngvjvXfPIlOqt3/om0GSOM7eymgafzAjq/niek5zSsR4wKNbegbnHF+6lMCTJ6YVr/JWqrMVcPjzeGEtB5/bgaMW3NafCPaeES9UG7iaLFg6mgF05q5zrQSNG5v2Sc4Q5PGMBlaSBdvNMwtBr8vSFz+EEBkVzXsM51xOVVD5w3A+6rdN0XwllseRqWC70JlrdZrtsoDl/GoW59ey+N63HMRUSC5Cjdhi18/F9Ry2SnW87fik6o81umjeLNawlilrKuiBTpEn6TA+8uZGDrFcBU/rmJohTLWK5pSCr/uF9Szuno8oOl+gt7HA7hxkQP4e5hyW39Jvr9JuFc3XU/ZKzgDk8YxCtYGriYLt5pkJIfZCRfMec3OzhGy5jvtV/jBcsNFWwCvxTnIGAMzZrNP86ZdvwO924tsf2tcunszIPhbOLCUBAE+emFb9sdMhY4vm82tinlnb/O54wAOJd9YWj+LZSwkwBrz7lP5Fc2c8Y/DzKEkcb47QeR+V/CJk93N5zgaHAAEg2tq4Jw4DXkuVAACHpuxzqE1sBcxVGpbcLSCE7B1UNO8xZzWmKuyzyVbAUq2Bm5ul9jwzII+PRP1uW8w0F6oNfPaNdXzggXlEfO52p9nMueavLiZxz0Kk/bnVaHeaDbre9vzuCJ1mQJ/O/bOXE3hg/1j7v1lPUb8bTgcbOtN8Y7OEQrVh+jyzMNZn3OXcahb7x/2Y1PA9pCexgCXbip27nipiMujpu73UCpGujXt2Hc8ghNgDFc17zPnVDDwuRzt5Qqn5MT/ylQbyOnT4RnE1UQDnwKm57R2duYjPFp3wz76xhlKtiQ8/fhAAuopmc8Yz8pU6XruxpanLDMizjwGP07BO84W1LA5PBjQXPcNi0pRK5qs4eyuDZ3ROzRAcDoaJoGfogpMLI3beRzUR8CBTru8adzm7mrF8NAOQI+eArk5z2l5xcwC2Hfw7Tp1mQsgAVDTvMWdX5flJt1Pdl07EzlldmO5MzhDmoj7LxzM45/j0Szdx13wED7a2qE2Fld2m18sLy2k0JI6nTk5pfgwjF5ycX8tqipoTxBa7zRFj5758OQEAhswzC5NBz9AXSxfWs/A4HTgxYI29kcYCbjQljnylE9eYLlSxulW2fDQD6JppLnVmmg/baJ4ZkDcCAvKa6gUL4/kIIfZHRfMe0pQ4Lqxl8YCGH4YLrcN2Vh8GXIzn4XE5cGjHD845G2wFPLeaxcX1HL73LQfbJ9WDHie8Lodp4xlnlpIIeJx49JD2CDWjFpxkSjWsbmk/BAgA48HBW+yUevZyHPNRH+6eN67DOxXyDn2xdHEth1NzYXhc1vyvdDywu3PfWYwzZsUlbRP2ucGYfBCwWG0gka/iiI3mmQG075ocmQxacpiTELJ3UNG8h6wkCyjVmoqXmnTrbAW0uNMcL+DETGjXD6fZqA+pQtXUaLed/vDlm/IBwK48VMYYpkJe08Yzziym8NajkyMVYdNhryEzzRfWcgC0bQIU2jPNI4xnVBtNPLeUwtOnZwyN4ZoMeZAeUNxzznF+LYt7LRrNAHo/n2dXM2AMqlewG8HpYIj43MiWarietl/cHNApmo/N2Ou6CCH2Q0XzHiIOAWrpNM+EvXA6mPWd5tj25AxhPuoD50DCxJSKbvlKHZ87u44PPrCwa7nBVNhrSqf5eqqIm5slPHVS2zyzYNR4Rjs5Q+FSnV78brlzP0qn+cWVTZRqTTxj4GgGICdoDDoIuLpVRrZcxz0WHQIEuscftneaj0+HNC2fMcJYwI1MuY4baTk5w67jGUenaJ6ZEDIYFc17yLnVDIIep6ZYJJfTgdmw19JV2tlSHbFcBSd7HGIUsXNWJWj82RvrKNWa+N63HNz1Z9Oh4bOtehBRc6MWzVMhL7LlOqqNph6X1XZhPYsDE/52IoIWjMkH7EZJz/jSpTh8bgfedkz73LcSkyEPCtUGKvXez+PF9dGSRPQgOs1iNTnn8mIcO4xmCGN+NzKlOq6l7NlpHgt48PMfuBvf8/gBqy+FEGJzVDTvIedW5UNYWufuFsasXXCymJAPAfZK/rByK6A4AHjPQqTn4anJoDmd5jOLSRyY8OPw5GgznyKCTe9C/8JadqTRDGE80HuLnRKcczx7OYF3HJ9SvBFTK5HR3W9E48JaDk4Hw2mVSTZ6Gtsx07yWKSNdrOGBA9aPZgjRVsLH9VQR02GvbTrg3f7W249g/7i9Zq0JIfZDRfMeUWtIeHMjp2k0Q5i3eMGJSM7oN54BWJPucXY1i0sb2w8AdpsKy51RPbbY9VNrSHhhOY2nTkyPPKdrxIKTbOv2uh6jCKN0mhfjBaxulfH06dmRr2MYseAk1ed5vLCexYmZkOHF+yARnwtOB2sXzefaI1xjll3TTmP+zkyznTYBEkKIWlQ07xGL8TxqDWmk264LYz5sZCqGFn+DLMbzCHtd7QK521jADY/LYUmn+dMv3UDA48QHH1jo+edTIS+aEm+vAjbCaze3UKw1Rx7NAIxZpS1GEXTpNPfZYqfEs5fjAICnDcpn7jbZ7jTvfh45l5NsrBzNAORxl/GAux3hd3Y1A7eT4fS8dd3vncRM87VUCYdtlpxBCCFqUNG8R5zTuAmw274xP2pNCakhCxuMciWWx8m5cM9OKmNMjp0zudOcq9Tx52c38G0P7j4AKJixFfDMYhIuB8Pbjk2O/FhGFM2jbgLsNhFwax7P+NKlBO5ZiGCuxwsvvQ1abJPIV5Eq1HDvCIci9TIe8LQPAp69lcFd8xF4XdZ1v3caC3iQKdWRKlRtN89MCCFqUNG8R5xbzWAs4MbBCe2dmvloa8GJBbFznHMsxvO7lpp0m4uaXzT/2etrKNeb+N7HD/V9H9Fx7HebXg9nlpJ4+OB438Jdjfb16ljkn1/LYd+Yv33wbBTjQQ+y5ToaKuMFq40mXr+V0aUbr0S709yjaNbzRcSoxgOd8aELazlbLDXpJrYCAqDxDELInkZF8x5xdlU+hDXKvOvCmHULTpL5KrZKdZya7Z/8YfaCE3EA8L590YGZtu0ZYYM6zalCFRfWciNtAezmdTkxFnDrO56hYx7xRNADzuU5aTWWE0U0JY67DFxo0i3gccHvdvZccHJhLQfGYNq1DDIWkNMpVlIFFKoNW80zA51YPAC7lhoRQsheQkXzHlCpN7EYz4/cQVpodZrXLThsdyXeWp89IGlgLioXzZybM3P9+q0MLsfy+PDju2Pmuonb9IMye0fx/FIKwOhRc9303AqYr9SxkirqMs8M9N5ip8RSov9BUqP0W3ByYT2Lo1NBBG2QBDER9GCzVMPZW61DgK0V8HbRXTTTTDMhZC+jonlExQE5rnq5uJ5DU+IjZ6+OBdzwu52WdJoHJWcIcxEfag1J8yExtT790k0EPU588MHeBwCFqN8Nl4MZNtN8ZjGJ8YAb9+q4JEPPrYAX1+VNgPfoXDSLw2tKXYnl4XIwHDFxLnYy1Dtu8KINDgEKY62Z5rOrGQQ8ThzTkONupKhf/nrPRrwIeKx/kUEIIVpR0Tyi7/7kC/gXf3bB0M9xbjUDYPQYKcaYnKBhwYKTxXgeUyEPJltd217E4S4z5pqz5Tr+4tw6vu2hfUNzYx0OeSGHEUWzJHGcWUrhHSem4dCYv92LnlsBxfyubp3moNx5VBs7txjP48hUcKQV42pNBT277jCkC1WsZyu6vsgZxUTQjXqT4+vLadw7Qo67UUSn2W6bAAkhRC0qmkewkizgwloOZ29lDP0851ezmA57MRvpX3AqtTDmx5oFBwGvxAsDDwEC5i44+bPX11CpS/jeIaMZwlRo8EplrS7FckgVqnjqhL7b7cR4hh6jLhfWspiP+tpjKqNqb7FTOZ6xGC8MHO8xwlTIuytyrtN5t36eGegsOLmaKOBBm41mAJ2DgGbeISCEECNQ0TyCZy8lAADX00XVSQBqnF3N4IH9ox0CFBai5m8FlCSOpSHJGUCn02z0gpOmxPH7L97AA/ujim+xT4WN2Qp4ZlH/eWZA7jSX600Ua6OPDp1fy+qy1ETojGcoL5pLtQZubpZwcsbconkyJHeau198XGhlVuv5nIxiomutud2SMwB5vGn/uB+PH5mw+lIIIWQkVDSP4AuX5EUL9SbHjc2SIZ9DHMIadZ5ZmB/zIZmvotowdg6721qmjFKt2XN9dreZsBeMwfAEjf/96iquJgr44aeOKv6YqZBH97XUAPDcUhKn58LtLrte9MpqLlYbuh4CBACf24mAx4ktFUXzUrwAADg1Z+687mTIi4bEkSs32m+7uJbDwYkAov7R4wH1IMZdAHttAhRcTgee/6dP4zsf3m/1pRBCyEioaNZoq1jDK9c38WTrtvrVRMGQz3NhLQfOMTASTY2FMTlBI541b8GJOAQ4rNPsdjowFfIibmCnuVRr4D/89RU8dHAM779vXvHHTYXkg3V6JnuUag28cn3LkNxhvYrmNzfk7z+94uaE8YCc+KDUYlzZ95DepkTmddeIxnkd4/f0IDr34wG5o0sIIcQYVDRr9OUrCUgc+NF3HgMALCeNKZr1OgQo7BsTsXPmjWi04+YGZDQLcxEfNgzsNH/yzAoS+Sr+xfvvUjXuMhXyoNaQUKg2hr+zQi+upFFrSnjqhH2L5vOr+h4CFCaCHlWd5sV4Hh6Xw/Sc38ng9rjBbKmOm5sl24xmAJ2i+YEDY7qMcBFCCOmNimaNvngpjtmIF289OonZiNewTvO51Sz2j+uziQ0A5qPmLzhZjOexb8yvaNvdXNRnWKc5kavgN7+6gvffN49HDqmbrxy0UlmrM4sp+NwOPHp4XLfHFNoLWfKjPZcX1rOYCXsxo/P4yHjQg00V0YJX4gUcnw6ZngzR2Qoov/i4uGHMi4hRRP1uTAQ9uqxgJ4QQ0h8VzRpUG0189UoSz9w1C4eD4fhMCMtGFc1rGV0P94jxDDOL5iuxvKIuM2DsVsBP/PUiGpKEf/K+U6o/drJdNOs31nJmMYknjk7C53bq9pjCeMADp4ONnNV8waA84omAW+VMc37oTLwR2ivJW9d6ca2VnLFgn/EMh4PhK//4XfjBdyif0SeEEKIeFc0avLiyiWKtiffeNQsAOD4dwnKyqPsmu81iDbc2y7odAgTkQ1gTQY9pWwHrTQkryaLiqLC5qA/Zch1lHVIful3ayOGPXr2FH3jrYU23+NuzrTplH9/aLGElVTRkNAOQC6mpkGek8YxSrYGriYIhRfO4ivGMbLmOjWzF9HlmoJNMITrNF9azWIj6BuaNWyHic9sun5kQQm43VDRr8MU34/C7nXhr63bo8ZkQCtUG4jl9D9eJeWa9Y6QWxnyaO82rWyVkVdxWv5EuotaUFK8+nmuNAejdbf6lv7yEiM+NH3/6uKaPF+MOKZULOfo5s5QEoH/UXLdRF5xc2shD4saMIkwEPMhXG6g1hkc1LqmYideby+nAeMDdnmm+sJbVbTMiIYSQvYWKZpU45/jipTieOjnVvq0u1tbqPdcsDmHp3elbiPqxoWHBCecc3/PJF/GR33kJdYW51Fdi8nOitEtoxFbAry4m8dxSCj/+9PH2Igi1xEy5Xp3mM4tJ7Bvz49i0cQfbpkOjrdIWmwCNSIoYbz2fGQUJGotxdd9DeptsLTgR8Xt22QRICCHEXFQ0q3RxPYeNbAXvaY1mAHKnGQCuJvK6fq6zq1kcnQ4iouAAnRoLY9oWnNzaLGN1q4zza1n8xleWFX3MlVgODtZ5jobReytgU+L4pc9fwqHJAH7grYc1P47oOOox01xvSvj61TSeOjllaNrBqJ3m82tZTIU87e6/nsSLECWxc4vxPIIeZzv5xWyTQTmj+5JB8XuEEEL2BsOKZsaYjzH2MmPsLGPsImPsX7XePsEY+wJjbKn1u/7RAQb6wptxMAY8fXqm/bbpsBdhnwtXdY6dO7eaMWRZwcKYD/lqA7mK8jELAHj5+iYA4MEDY/jVZ5dwsbUZbZAr8TwOTwYVH3bTeyvgH79yC1fiefzT952GxzXat/tUSJ+tgG/cyiBfbRg2zyxMh71IFWqQJG2z9uIQoBGFvZqtgFdieRyfDcNh0cyuvEK92tV5p04zIYTciYzsNFcBPM05fwDAgwDexxh7AsDHATzLOT8B4NnWv+8ZX7wUxyMHx7cdBGJMJGgUdfs88VwFiXzVkHnS+ajcsVM7ovGNa5uI+t34b3/rMYwHPfiHf3R26EzqYrygKvUg5HUh7HXp0mkuVhv4xBcW8cihcfyNe+dGfjy5eBp9pvm5xSQcDHjb8amRH2uQ6ZAXTYljS8USEaFSb2IpUTBsFGGiPZ4x/IXbUiKPUxbMMwuTIQ/SxRourOcwFfJiJmyvQ4CEEELMYVjRzGWi9epu/eIAvg3Ap1pv/xSAbx/2WPmKfgslRrGeKePieg7vuXt2158dmw7p2mk+eysDAHjggP5Fi9bYuZevb+Kxw+OYCHrwb77jPlyO5fFrX1rq+/6VehPX00XVs6izUZ8uM82/eWYFyXwVP6NykUk/U2F9Os1fXUrhwQNjhq9hng7LXXstc82XNnJoStywrqpY/Tys05wqVJEq1CybZwbkBSeZUh1v3Mrg3n0RWiBCCCF3KENnmhljTsbYGwASAL7AOX8JwCznfAMAWr/PDHgIAPpm447i2UtxANg2zywcnwkhma8iW1Y38tDPudUsnA6Gu+f1L1q0bAVM5Cu4liriscPyUpD33D2LDz28H//lK8vtAn+nq4kCOIfqfN356OhbAWPZCj55Zhnvv38eDx/UZwJIzLaOYqtYw7nVjKGpGYKIydMy13xhXc4j1mt9+05iPGNY7JxV67O7iazmqwZ23gkhhNifoUUz57zJOX8QwH4AjzPG7lX6sYyxH2GMvcIYe6Vc06cQHdUXLiVwZCrYM/HguM4JGufWsjgxE4Lfo//ii+mwFy4HU9VpfuX6FgDgsSOdTXo/94G7MR3y4h/98VlU6rtzla/EtBU8s5HRtwJ+4q+vQJKAj7/v9EiP02067EWh2uj536rU81dT4NzYqDlhlFXaF1azGA+4sRDV/xAgALidDoR9rqEHAZdayRlWLDYRxIsPgA4BEkLIncyU9AzOeQbAVwC8D0CcMTYPAK3fE30+5pOc80c5549KnGk+zKSXfKWOF5ZTeM9dMz1vz4p0CD02A3LODTsECABOB8NsxKdqpvnla5vwuR3bOm1Rvxv/9kP3YSlRwH/64uKuj1mM5+FxOnB4MqDq+uYiPiQLVTQUxtrt9OZ6Dn/y2io++rZDODCh7nMP0l5wMsKdjzOLSUT9bsO+tt1GKZrPG3gIUBgPDF9wciWeR9TvtnSOuPv8wj3UaSaEkDuWkekZ04yxsdY/+wG8B8BlAJ8D8NHWu30UwGeHPRaH9SMazy2lUG/ynqMZALB/3A+P04FlHeaab22WkSnVcb8B88zCwpgPayo6zS9f28TDB8d3JVC869QMPvz4AfzWmRW8emNr259diedxbCYEl1Pdt9lc1IemxDWNQnDO8Ut/eQlRvxt//90nVH/8IFPtVdraRzS+vpzG249PmrK9LeR1wed2qC6aq40mFuN5Qw6hdhsPerA55CDgYmsFu5VzxJOtQ4tRvxv7x62JvSOEEGI9IzvN8wC+zBg7B+AbkGea/wLAvwXwXsbYEoD3tv59qFtb2jbY6eWLb8YxHnDjkUO952NdTgeOTAV1Gc84t5YBANy/b2zkx+pnYcyveKY5V6njUizXnmfe6Z9/y12Yj/rxj/747Lb114sxbakHo2wF/MpiEs9fTeEnnj6BaEDfg3ai46h1wUm51sRapoy75825xc8Ya8XOqbveK7E8GgYeAhQmAu6BnWbOORbjeUvnmYHO1/0+gzvvhBBC7M3I9IxznPOHOOf3c87v5Zz/69bb05zzZzjnJ1q/byp5vNWtklGXOlSjKeFLVxJ49+mZgV3T4zP6JGicW83C43QYOse5MOZHLFtRNPby6o0tcA48fqR30Rz2ufHL/8/9uJYq4t//1RUAcqG9nq3gpIb/hlG2An7ir6/g8GQAH3nikOqPHUaMZ6SL2ormm5vy9/ChSeO2AO6kZSvg+VYesSmd5gFFczxXRa7SsHSeGQAiPtfAF8yEEELuDHtmI+CqhZ3mV29sIVOq4719RjOEYzMh3NosjXRQDJDj5u5aiIy8jGOQhagP9SZX1IV8+domXA6Ghw6O9X2ftx+fwvc/cQj//evX8NJKGkut1INTGrqEnaJZ3dc8ma/iwloO3/P4QUOeu1HHM66n5RzvQypnvEehZSvghbWcKaMIEwHPwAzpK63voRMz1hbNjDH83596Cn/33ccsvQ5CCCHW2hNFs8vBLO00f/FSHB6nA08OSTw4PhOCxDvFkRaSxHFhLYv7De7ytbOaFXRzv3FtE/fuiyLgcQ18v4//jdM4MB7AP/6Tc3j9ZgaAtqiwiYAHbidDLKeu2HvpWhoA8Najk6o/pxI+txNhr0vzauqb6VanecLETrOmojlrSh7xeNCDUq3Z90XmUjtuzrrFJsJsxAevS/8kG0IIIXvHniia3U6HZZ1mzjm+8GYcbz02iZB3cNEoouhGmWteSRVQrDVxv0H5uILYCjgsdq5Sb+LcarbvaEa3oNeF//A3H8CtrRI+8deLCHqc7UxoNRwOhpmwT/VWwBdX0gh5XbhnwbiZ4cmQR/Oh1OvpIsYDbt1nrQeZDvmwVaoP3dwo1BoSrsTypqyKFlsB+3Wbr8TymAp5t6VXEEIIIVbZE0Wzx2Vd0bycLOJ6utRzC+BOx6ZDYGy0ovnsLXme9IEDY5ofQ4l9CrcCnr2VQa0p9T0EuNPjRybwsbcdQbnexInZMBwaUyLmoj5sqBzPeHFlE48eHled1qHGKKu0b6RLOGjiPDPQiZ1TOoe9GM+j1pQMn2cGOgtO+s01y4cAre8yE0IIIcBeKZqdDqxtlS3Jav5iewvg0MWF8Lmd2D/uH6loPr+WRcDjxLFpY4uFiN+FoMeJ9SFZzS9fk89pPnZY+SGof/K+U7h7PoJ3HJ/SfH1zUR/iKsYzkvkqriYKeMKg0QxhKqR9lfaNzaLqzOpRqc1qvtA6BGjG5rt2p7m4O3ZOkjiWEgXLkzMIIYQQYU8UzW6XA7WmpDoFQA9ffDOOe/dF2uMMwxyfDmE5qX2m+exqBvcuRA3P8WWMYX7MP7TT/PL1TZyaDWMs4Bn4ft18bic+/xPvwD/65lOar28u4kMsWwHnyl4oiXlmo4tmreMZtYaEta0yDum4bEUJtUXz+bUswj6XKYcVJ4LymEqvrYBrmTJKtablyRmEEEKIsCeKZk/rdrvZhwHThSpevbnVd6FJL8emQ1hJFtDU0BXPV+o4t5rFoyq6uqNYGPMPHIFoNCW8dmMLjx1Rfz2jHiKbi/hQrjeRKzcUvf9LK5sIepy418B5ZkDuNG+V6qq3Fa5ulSBxc+PmAG2d5nsWjD8ECHTGM3plNXdWsNN4BiGEEHvYG0WzSxTN5s41P3s5Ac6hqmg+PhNCtdVVVOuF5TSaEsdTQ1I69LIQ9WFtwHjGmxs5FGtNPH7E2O5tL+3YOYWHAV9cSeOxIxOGzjMDwFSrCB2UL9zLjVZG8+EpczvNIltaSdH8l+c3cHY1i7eY9PWO+t1grPdzuZhoxc3ReAYhhBCb2BNFs9tpTdH8xTfjmI/6VKUxHJ+RO2NXk3nVn+/MUhIBjxMPHzSv05wqVFFt9I78EvPMjys8BKgnNUVzqlDFUqJgSrE3LYpQlSMaN1LyyM5BE+PmAMDrciLqdw+93nOrGfz0H72BRw6N48feZU4escvpQNTv7pmesRjLYyHqQ8RnXtIIIYQQMsieKJodTO6Y3do0bzyjUm/iuaUU3nPXrKpb1aJoXk6on2t+bimFtx6dNHSpSTeR1dxv8943rm/iwIS/XcCaSazSjivIkX5pRS7unzhqfHE/qXHByfV0CUGPs935NdOwrOaNbBk/9KlXMBXy4je//xH43OblEcsLTnYfBLwSL2jaJkkIIYQYZU8UzQCwbzxgaqf568splOtNRVFz3cYCHkyFPKoTNG6ki7iRLuHJE9oTJ9RaaBXDaz0OA3LO8Y3rW4qj5vQ2E5GL0w0FRfOLK2l5ntmEmDSxFTCtstN8c7OEQ5NBU2aFd5oO9S+aS7UGfuhTr6BUa+J3PvpY+7/PLONBz66Z5kZTwnKSkjMIIYTYy54pmg+M+009CPiFNxMIeV2aupdHp0O4mlRXND+3lAIA0+aZgU6neaPHXPNysoDNYg1vUbDUxAhelxOTQY+i8YwXV9J49PBEe4zHSKJTrDZB43q6aOr67G7TYW/P8QxJ4vip//kGLm3k8Gvf+5AlSRXjAc+umeYbmyXUGhIVzYQQQmxlzxTN+8cDWMuYk9WcyFXw52fX8fTpGU2rc4/PhHA1UVAclwYAZxaT2Dfmx5Ep82ZexdhFr9i5l69tAYBlnWZAXl08bCugmGc2OmpOCHld8LocqsYzmhLHrVan2Qr9xjN++a+u4K/fjONnv/VuvPvU8BxyI0wEd880L7aSM05R0UwIIcRG9lDR7Ee9yZFQGJ01il/6y0uoNST89HtPavr449MhZMt1pBUmLNSbEl5YTuOpk1Om3r73ueUZ2/UeIxDfuL6JqZDH1CJ+p/mob+h4hjis+BYT5pkBOUpvKuRFSsX34Ua2jHqTm77YRJgOe1GqNVGsduL7/viVW/ivX13GR544iL/1tsOWXBcgj2dsFmvbXmAuxgtgrHM+gBBCCLGDPVU0A8ZnNb+4ksafvbGOH33nURzWWDC2EzQUzjWfvZVBvtrAkyfMG80QFvosOHn52iYeOzxhyQyuMBsd3ml+cSWNgMdpytpnYSrkQUpF5NyNtPw9e9Cqojm0Pav5pZU0/vlnzuMdx6fwLz9wj6Vf44mAB9WGhHK9k+CyGM/j4EQAfo95BxIJIYSQYfZQ0SwXHEYeBqw3JfzcZy9g/7gfP/au45of55jKovnMUgoOBrz9mHmHAIX5qG9X0byWKWMtU8bjFs0zC3MRHzaLNVTqvSPxAHPnmQW1nebraTlJ5bCF4xmAHJN3I13E3/mDV3FwIoD//H0Pm/q89SIWnHTPNV+J52memRBCiO3soaLZ+E7zp75+HYvxAv7lB+4Zqcu1EPUh4HEqLpqfW0rigQNjiAbMz6QVnebu2+PfaI08WDnPDHRmrhO53gVqqlDFYrxgStRct6mQV9VBwJvpEjwuRztGz2yiaF5OFPC3f/cbAIDf+ehjiPqtz0AeD4qtgHLsXLXRxPVUkTYBEkIIsZ09UzTL87dewzrN8VwF/+kLi3j69Azec9doh6IYYzg2HcKyggSNbKmOs7cyloxmAMBC1I9irYlcpTPv+vL1TYS9Ltw1b+xK6mFEkdkvQUPMM5t1CFCYDHmQLtYUH0q9ni7i4EQADoc1YxCiaP7Xf/Embm6W8F8/8ojm0SO9TQTlwn2zdRjwWqqIhsSp00wIIcR29kzRDMjd5lsGdZp/8fOXUJc4/uUH7tZlxvP4TAjLCjrNX1tOQeLAUybmM3drx85lOy9GXr62iUcOj8NpUZEnDNsK+JIF88yA3GluShzZ8u6lHL3cSJcsOwQIyCMQTgdDqdbEL37Hfaa/yBhEjGeIrOYrIjmDFpsQQgixmT1XNBvRaf76cgqfO7uOH3vnMd1iwY7PhLCerWxLLOjluaUkwl4XHjgwpsvnVWthbHvs3GaxhquJguWjGUBX0Zzt/TV/cWUTjxwaN30udyostgIOH9HgnONGumT6+uxuTgfDu09N4x+85yS+69EDll1HLxPB7TPNS/ECnA5maWoLIYQQ0sueKpoPTASwnimjqWNWs3z47yIOTPjxY+86ptvjHpuWf+gPGtHgnOPMYgpvPTZp2YEs0Wleay04+cZ1eeTB6kOAABD2uhDwOBHL7i5O04UqrsTzlnRNxYKTXgtDdkrmqyjXmzg8ZV2nGQB++6OP4Sffc8LSa+gl4nPDwdDOar4Sz+PIVFBTPjohhBBipD1VNHeymodviVPqv3/tGq4mCvj5D9wDn1u/H9RKYueupYpYy5RN3QK403TIC7eTYaPVaf7GtU14XA7cv9/ckYdeGGOY67PgxKp5ZqB7lfbw2Lkbm/I4kVWLTezO4WDbtgIuxvO01IQQQogt7bGiWd/YuY1sGb/yxSW8564ZPHPXrC6PKRyaDMLlYAM7zWcWkwCApyw6BAjIRctspBM79/L1TTx4YMw2nb65qG/bvLXw4koafrfTkuJeFM1KxjOup+S4uUMT1naa7Ww86MFWqYZyrYmbmyWcoOQMQgghNrTHimZ9Y+d+8fOX0JQ4/uUH7tHl8bq5nQ4cmgwM7DQ/t5TCocmAZUsvhIUxf3v++uJ6Do/bYJ5ZkDvNu4vTF1c28ehh8+eZAWDM74bTwRQVzTfSJTgdDPta37tkt4lWp1lePU/rswkhhNjTniqa97Xmb1c3R+80f+1qCn9xbgN/913HccCgLuCx6VDfornWkPDCShpPWpSa0W1fK6v5tZtbaEocj9lgnlkQWwG74902izXL5pkBuTs/EfQglVc2nrF/3G/5EhE7Gw+6sVWs40pcTs44SckZhBBCbGhP/ST3uZ2YDo+e1VxryJv/Dk4E8HfeeVSnq9vt+EwIN9Il1JvSrj977eYWSrWmZfnM3eajPsSyFby4koaDAQ8fHLP6ktrmoz40JI5UsdPVfflaGgBMX2rSbSrkRbqopNMsZzST/iaCHmyWaliK5+FxOmiUhRBCiC3tqaIZaMXOZUYbz/hvX7uG5WQRP//Bu3U9/LfT8ZkQGpIcObbTc0tJOB0MbztmfWbuwpgfDYnjL8/HcM9CFGGf9ZvihNnWgpN4V4LGiyub8LuduG/fmEVXJSdoJBUcBLyeKlq2PnuvGA94sFWs4XIsj2MzIbioK08IIcSG9txPp/3jgZE6zeuZMn712SW89+5ZPH1a38N/Ow1K0DizmMLDB8dsUaCKrOZrqaIt8pm79doK+OJKGo8eHofHZd2373TIi1R+cKc5U6ohV2ngkMUz63Y3EfSgIXG8cSuDU3QIkBBCiE3twaLZP1JW8y//38toShw/961363xlux2dlguAnQka6UIVF9azthjNADpZzQDw+JFxC69kt51bATdbHUmrt9pNhjxIFargvP/34fU0xc0pIbYCZst1nKBDgIQQQmxqzxXNB8YDqDd5z+zeYZoSxxcvJfCdD+837PBft5DXhfmob1en+WvLaXAOWxwCBLYXzXbrNE+FvHA6WHsroJhnfovFhxWnQl5UGxKKtWbf97mRluPmrFyhvReIrYAAJWcQQgixrz1XNHdi59SPaCwl8ihUG3jssHnd1OMzoV2d5ucWk4j63bh//5hp1zFIxOdGyOvCsekgJlsZxHbhdDDMhL3trYAvrmzC53ZY/ty1s5oHjGiIWXYzXqDtZePdRTMlZxBCCLGpPVw0qz8M+PrNDADg4YPmFc3HpkNYThTat/E553huKYV3HJ+C08FMu45h3n16Bt/x0D6rL6On2a6tgC+upPHooQlL55kBYCo8fMHJ9XQR81GfoYdNbwcTrfGMgMfZjpUkhBBC7MZl9QWoJUYJtHSaX7uxhYmgx9SDWcdnQijWmtjIVrAw5sdSooBYrmKb0Qzh1z78kNWX0Nd81IfFeL6dsPCPvmne6kvCZKs7mhqQoHEjXaJDgAqMB+XDsCdmQnDY6IUkIYQQ0m3PdZp9bidmwl5NnebXbm7hoQNjYMy8H8zHprcnaIjV2e+wWdFsZ7OtrYAvXdsEAMsPAQLAtIJO8410CYcm6BDgMCGvCx6ngw4BEkIIsbU9VzQDraxmlZ3mTKmG5WQRDx8yNx1CxM6JuebnllI4Oh3E/nHqQCo1F/WhUG3gi5fitphnBjqH1/oVzYVqA6lCFYem6Os8DGMM/+Y778Pfecq4RUOEEELIqPZo0aw+q/mNWxkAwEMmb7ubCnkQ9btxNVFApd7ES9fSeMomUXN7xXwrdu6vLsTwyCFr85kFt9OB8YC7b9F8s3UIkBabKPOhR/ZTp5kQQoitWV99aKAlq/m1mxk4GPCAyV1KxhiOz4RwNVHAqze2UKlLeOokjWaoIbYC5qsNPHHE+tEMYTLkRbrPTLOIm6MV2oQQQsjtYY8WzQE0JL5tS9wwr9/cwqm5CIJe888+HpsOYjlZwJnFJNxOhrfYqPDbC8RWQAB4wgZrx4Wp1oKTXjqLTahoJoQQQm4He7RobiVobCo7DChJHG/czOBhk0czhOMzIaQKNXz+/AYeOTRuSeG+l4mtgPI8c9Tiq+mYCnn7pmfc3CxiMuixxZp0QgghhIxuTxbNYlmE0rnmpUQB+WrD1HzmbuIw4OpW2Tars/cSn9uJsYAbjxwah9dln8zjqZC373KT6ymKmyOEEEJuJ3uy5bkwJncelRbNr9/cAmD+IUDh+HTngBMdAtTm5z9wj+02602FPMhXG6jUm7sWmNxIF20RjUcIIYQQfezJotnrcmI2ojyr+bWbWxgPuHFkypokg33jfnhdDgS9LtyzELHkGva6b7fhtkKxSjtdrG3bZFepN7GRq+AgdZoJIYSQ28aeLJoBdbFzr93M4KGD46YuNenmdDA8fmQChyeDtPHsNiKK5lS+uq1oXt0qgXOKmyOEEEJuJ3u4aPbjtdbYxSDZUh1XEwV8+4MLJlxVf7/3tx+39PMT/U312Qp4PUXJGYQQQsjtZk8eBATkonkjU0GjKQ18vzdWMwCAhyw6BCgwxizrdBNjTLa2Au7Mar6xKYpm6jQTQgght4s9XDTLWc3xPukFwms3tuSlJgfGzLkwcseYbnWakzs6zTfSRYR9LowHKG6OEEIIuV3s4aJZniG9NSSr+bWbWzg5G0aIspGJznxuJ0Je1+7xjHQJhyeDdGeBEEIIuY3s4aJ5eFazJHG8cSuDhw9ZO5pBbl+TIc+u8Yyb6SIlZxBCCCG3mT1bNC+M+cAYBsbOXU0WkK9Yt9SE3P7krYCdTnO9KWF1q4zDVDQTQgght5U9WzR7XU7Mhn0DO81WLzUht7+pkGdb0byeKaMhcRyaoEOAhPz/7d1fjFxlGcfx77Pddttl2+12uy0L3XbBoFhjoKRRDMqFXBCJCSTGCDEEExMiegGJN6gx8cZEuSAauTBEYrhAxQgJcKPBBhK5EISlRaFC+dPdiqW02+2f7baFuq8Xc7Zsy26n23NmzszZ7yc5memZmTPv+WWm77PvnPMeSaqSti2aoXZc87lGmkdGD7G6eymXl3RRE1VfbaT5o8MzRsedbk6SpCqqQNE8/0jzyNgEW4ZWe0KWGqa/p4uJqQ9OT304On4MgGH/UJMkqVLavGjuZu/huedqPnz8Q3a9P+nxzGqogZ5lpAQHp2qjzbvHp1i+tIN12XR0kiSpGtq8aF7B/6YT7x058bHHduw5BJR/URNV20eX0q4VzaPjU2xa43RzkiRVTZsXzfNPOzcyNkEEXDXU2+xmaRE5+1Lao+PHPJ5ZkqQKavOief4LnIyMHeJT61eycrlXZVPjnL6U9rGTTE8nxg5OWTRLklRBbV00D56eq/nMkebp6cTLYxMemqGGOz3SfPQD9h09wclT02zq9yRASZKqpq2L5q7OJVy86uNzNb+VXdTE+ZnVaCu7OlnW2cGByZPsPlD7xWPYolmSpMpp66IZ5p6r+eWxQwDOnKGGiwgGsrmaxw7Wppvz8AxJkqqnAkVz98dGmkfGJuhd4UVN1Bz92VUBd49PsXRJMNi7vOwmSZKkglWgaF7Be0fOnKt5ZGyCLRtX09HhtF9qvNpVAU8yOn6MDX3ddC5p+6+VJEk6S9v37jNzNe89XJur+ciJ2kVNtgx5aIaaY2020jw67swZkiRVVQWK5jPnat6x5xApwTWbVpfYKi0ma3u6GJ/8gNHxKU8ClCSpoipQNNfmap45GXBk9BARcPXQ6hJbpcWkv6eLU9OJyZOn2LjGkWZJkqqoYUVzRAxFxDMRsTMiXo2Iu7P1ayLi6YjYld3mOo5isHfFGXM1j4xN8Ml1XtREzbO2Z9np+8NrLZolSaqiRo40nwK+n1L6NHAt8L2I2AzcC2xLKV0BbMv+fcGWdXZw8arl7JmYOn1REw/NUDMN9HSdvu+FTSRJqqaGFc0ppb0ppZHs/lFgJ3ApcDPwcPa0h4Fb8r7XUDbt3NsHJjly4pQnAaqp+rOiOeKjw4UkSVK1NOWY5ogYBrYAzwPrU0p7oVZYA+vybn9D3wrenTjOyMxFTRxpVhPNHJ5xSe8KujqXlNwaSZLUCA0vmiOiB3gMuCeldGQBr7szIl6MiBf3799/zudu6FvB3sPHeeGdg6xa3snla3tytlo6f33dy1jSER7PLElShTW0aI6IpdQK5kdSSo9nq/dFxGD2+CDw/lyvTSk9mFLamlLaOjAwcM732dDXzXSCp1/bx5aNfV7URE3V0REM93fzmUt6y26KJElqkM5GbTgiAngI2JlSun/WQ08CdwA/y26fyPteM8eRHj7+IVs2rs67OWnBHr/rOrqWtv0MjpIkaR4NK5qB64DbgX9GxPZs3Q+pFct/jIhvA2PA1/O+0cwFTgCu2ehJgGq+3m6nOJQkqcoaVjSnlJ4D5jtO4oYi3+vi3uV0BCTgakeaJUmSVLBGjjQ3zcxczT3LO1nlRU0kSZJUsEoUzQDfum6Y1d3L6j9RkiRJWqDKFM13Xv+JspsgSZKkivJ0f0mSJKkOi2ZJkiSpDotmSZIkqQ6LZkmSJKkOi2ZJkiSpDotmSZIkqQ6LZkmSJKkOi2ZJkiSpDotmSZIkqQ6LZkmSJKkOi2ZJkiSpDotmSZIkqQ6LZkmSJKkOi2ZJkiSpDotmSZIkqQ6LZkmSJKkOi2ZJkiSpDotmSZIkqY5IKZXdhroiYj8wWnIzeoHDJbfhXNYCB8puxDmYXz7ml4/55WN++ZhfPuaXj/kt3KaU0sDZK9uiaG4FEfFgSunOstsxn4h4MaW0tex2zMf88jG/fMwvH/PLx/zyMb98zK84Hp5x/p4quwFtzvzyMb98zC8f88vH/PIxv3zMryAWzecppeSHLgfzy8f88jG/fMwvH/PLx/zyMb/iWDRXx4NlN6DNmV8+5peP+eVjfvmYXz7ml0/b5OcxzZIkSVIdjjRLkiRJdVg0t6iIGIqIZyJiZ0S8GhF3Z+vXRMTTEbEru+2b9ZofRMSbEfF6RNw4a/1PI2JPREyWsS9lKDi/P0fEjmw7v46IJWXsUzMVnN+z2brt2bKujH1qpqLyi4iVs3LbHhEHIuIXJe1W0xT8+ftGRLySbee+Mvan2RaaX0T0Z8+fjIgHztqW/Ue+/Ow/8uXXWv1HSsmlBRdgELgmu78SeAPYDNwH3Jutvxf4eXZ/M7AD6AIuA94ClmSPXZttb7Ls/WrT/FZltwE8Btxa9v61WX7PAlvL3qd2ze+s7b4EXF/2/rVLfkA/MAYMZM97GLih7P1rwfwuAr4IfAd44Kxt2X/ky8/+I19+LdV/ONLcolJKe1NKI9n9o8BO4FLgZmr/8ZPd3pLdvxn4Q0rpZErpHeBN4HPZ6/+eUtrbxOaXruD8jmTP6QSWAZU/EaDI/BajRuQXEVcA64C/NXwHSlZgfpcDb6SU9mfP+yvwtabsRIkWml9K6VhK6TngxBzbsv/Il5/9R478Wo1FcxuIiGFgC/A8sH7mP7DsduanikuBPbNe9p9s3aJXRH4R8RfgfeAo8KfGt7p1FPT5+23209qPIyIa3+rWUeD39zbg0ZQNvywWOfN7E7gyIoYjopNaJz3UnJa3hvPMT/MoIj/7j9yfv5bpPyyaW1xE9FD7SeeeWX+xzvnUOdYtqs51LkXll1K6kdpPTl3AlwttZAsrKL9vppQ+C3wpW24vtpWtq+Dv763A74tqWzvIm19KaQK4C3iU2gj9buBU0e1sVQvIT3MoKj/7j1z5tVT/YdHcwiJiKbUP3CMppcez1fsiYjB7fJDaX69QG1mZPYKyAfhvs9raiorOL6V0AniS2k9MlVdUfimld7Pbo8DvWCSHbRT5+YuIq4DOlNJLDW94iyjw8/dUSunzKaUvAK8Du5rR/rItMD+dpej87D+AC8iv1foPi+YWlf0E8RCwM6V0/6yHngTuyO7fATwxa/2tEdEVEZcBVwAvNKu9raao/CKiZ9aXvBO4Cfh3M/ahTAXm1xkRa7NtLgW+CvyrGftQpgZ8f29jEY0yF5nfzNn22Zn63wV+0/g9KNcF5KdZisrP/iN3fq3XfzTyLEOXC1+onUmagFeA7dlyE7WzwbdRGy3ZBqyZ9ZofUTtr/HXgK7PW30dtJGY6u/1J2fvXLvkB64F/ZNt5FfgVtRG/0vexTfK7iNqMDzP5/ZI5ZoWo2lLk9zd77G3gyrL3qx3zo/bHxmvZUvmZC3Lktxs4CExm/cTmbL39xwXmZ/+RO7+W6z+8IqAkSZJUh4dnSJIkSXVYNEuSJEl1WDRLkiRJdVg0S5IkSXVYNEuSJEl1WDRLkiRJdVg0S5IkSXVYNEuSJEl1/B/morvqGaQN8gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "austourists_data = [\n",
    "    30.05251300, 19.14849600, 25.31769200, 27.59143700,\n",
    "    32.07645600, 23.48796100, 28.47594000, 35.12375300, \n",
    "    36.83848500, 25.00701700, 30.72223000, 28.69375900, \n",
    "    36.64098600, 23.82460900, 29.31168300, 31.77030900,\n",
    "    35.17787700, 19.77524400, 29.60175000, 34.53884200,\n",
    "    41.27359900, 26.65586200, 28.27985900, 35.19115300,\n",
    "    42.20566386, 24.64917133, 32.66733514, 37.25735401,\n",
    "    45.24246027, 29.35048127, 36.34420728, 41.78208136,\n",
    "    49.27659843, 31.27540139, 37.85062549, 38.83704413,\n",
    "    51.23690034, 31.83855162, 41.32342126, 42.79900337,\n",
    "    55.70835836, 33.40714492, 42.31663797, 45.15712257,\n",
    "    59.57607996, 34.83733016, 44.84168072, 46.97124960,\n",
    "    60.01903094, 38.37117851, 46.97586413, 50.73379646,\n",
    "    61.64687319, 39.29956937, 52.67120908, 54.33231689,\n",
    "    66.83435838, 40.87118847, 51.82853579, 57.49190993,\n",
    "    65.25146985, 43.06120822, 54.76075713, 59.83447494,\n",
    "    73.25702747, 47.69662373, 61.09776802, 66.05576122,\n",
    "]\n",
    "index = pd.date_range(\"1999-03-01\", \"2015-12-01\", freq=\"3MS\")\n",
    "austourists = pd.Series(austourists_data, index=index)\n",
    "austourists.plot()\n",
    "plt.ylabel('Australian Tourists');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# fit in statsmodels\n",
    "model = ETSModel(austourists, error=\"add\", trend=\"add\", seasonal=\"add\",\n",
    "                damped_trend=True, seasonal_periods=4)\n",
    "fit = model.fit()\n",
    "\n",
    "# fit with R params\n",
    "params_R = [\n",
    "    0.35445427, 0.03200749, 0.39993387, 0.97999997, 24.01278357, \n",
    "    0.97770147, 1.76951063, -0.50735902, -6.61171798, 5.34956637\n",
    "]\n",
    "fit_R = model.smooth(params_R)\n",
    "\n",
    "austourists.plot(label='data')\n",
    "plt.ylabel('Australian Tourists')\n",
    "\n",
    "fit.fittedvalues.plot(label='statsmodels fit')\n",
    "fit_R.fittedvalues.plot(label='R fit', linestyle='--')\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                 ETS Results                                  \n",
      "==============================================================================\n",
      "Dep. Variable:                      y   No. Observations:                   68\n",
      "Model:                      ETS(AAdA)   Log Likelihood                -152.627\n",
      "Date:                Fri, 11 Sep 2020   AIC                            327.254\n",
      "Time:                        06:24:40   BIC                            351.668\n",
      "Sample:                    03-01-1999   HQIC                           336.928\n",
      "                         - 12-01-2015   Scale                            5.213\n",
      "Covariance Type:               approx                                         \n",
      "======================================================================================\n",
      "                         coef    std err          z      P>|z|      [0.025      0.975]\n",
      "--------------------------------------------------------------------------------------\n",
      "smoothing_level        0.3399      0.111      3.070      0.002       0.123       0.557\n",
      "smoothing_trend        0.0259      0.008      3.159      0.002       0.010       0.042\n",
      "smoothing_seasonal     0.4010      0.080      5.041      0.000       0.245       0.557\n",
      "damping_trend          0.9800        nan        nan        nan         nan         nan\n",
      "initial_level         29.4530        nan        nan        nan         nan         nan\n",
      "initial_trend          0.6147      0.392      1.567      0.117      -0.154       1.383\n",
      "initial_seasonal.0    -3.4422        nan        nan        nan         nan         nan\n",
      "initial_seasonal.1    -5.9578        nan        nan        nan         nan         nan\n",
      "initial_seasonal.2   -11.4861        nan        nan        nan         nan         nan\n",
      "initial_seasonal.3          0        nan        nan        nan         nan         nan\n",
      "===================================================================================\n",
      "Ljung-Box (Q):                        5.76   Jarque-Bera (JB):                 7.68\n",
      "Prob(Q):                              0.67   Prob(JB):                         0.02\n",
      "Heteroskedasticity (H):               0.46   Skew:                            -0.63\n",
      "Prob(H) (two-sided):                  0.07   Kurtosis:                         4.05\n",
      "===================================================================================\n",
      "\n",
      "Warnings:\n",
      "[1] Covariance matrix calculated using numerical (complex-step) differentiation.\n"
     ]
    }
   ],
   "source": [
    "print(fit.summary())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Predictions\n",
    "\n",
    "The ETS model can also be used for predicting. There are several different methods available:\n",
    "- `forecast`: makes out of sample predictions\n",
    "- `predict`: in sample and out of sample predictions\n",
    "- `simulate`: runs simulations of the statespace model\n",
    "- `get_prediction`: in sample and out of sample predictions, as well as prediction intervals\n",
    "\n",
    "We can use them on our previously fitted model to predict from 2014 to 2020."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "pred = fit.get_prediction(start='2014', end='2020')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>pi_lower</th>\n",
       "      <th>pi_upper</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2014-03-01</th>\n",
       "      <td>67.611126</td>\n",
       "      <td>63.136154</td>\n",
       "      <td>72.086098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-06-01</th>\n",
       "      <td>42.814763</td>\n",
       "      <td>38.339791</td>\n",
       "      <td>47.289735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-09-01</th>\n",
       "      <td>54.106522</td>\n",
       "      <td>49.631550</td>\n",
       "      <td>58.581493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-12-01</th>\n",
       "      <td>57.928391</td>\n",
       "      <td>53.453419</td>\n",
       "      <td>62.403363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-03-01</th>\n",
       "      <td>68.422102</td>\n",
       "      <td>63.947130</td>\n",
       "      <td>72.897074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-06-01</th>\n",
       "      <td>47.277959</td>\n",
       "      <td>42.802987</td>\n",
       "      <td>51.752931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-09-01</th>\n",
       "      <td>58.954914</td>\n",
       "      <td>54.479942</td>\n",
       "      <td>63.429886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-01</th>\n",
       "      <td>63.982406</td>\n",
       "      <td>59.507434</td>\n",
       "      <td>68.457378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-03-01</th>\n",
       "      <td>75.905512</td>\n",
       "      <td>71.430541</td>\n",
       "      <td>80.380484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-06-01</th>\n",
       "      <td>51.418335</td>\n",
       "      <td>46.654207</td>\n",
       "      <td>56.182463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-09-01</th>\n",
       "      <td>63.703618</td>\n",
       "      <td>58.629664</td>\n",
       "      <td>68.777572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-01</th>\n",
       "      <td>67.978523</td>\n",
       "      <td>62.576099</td>\n",
       "      <td>73.380947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-03-01</th>\n",
       "      <td>78.316305</td>\n",
       "      <td>71.736135</td>\n",
       "      <td>84.896476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-06-01</th>\n",
       "      <td>53.780912</td>\n",
       "      <td>46.883770</td>\n",
       "      <td>60.678054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-09-01</th>\n",
       "      <td>66.018944</td>\n",
       "      <td>58.788607</td>\n",
       "      <td>73.249280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-01</th>\n",
       "      <td>70.247542</td>\n",
       "      <td>62.669151</td>\n",
       "      <td>77.825934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-01</th>\n",
       "      <td>80.539944</td>\n",
       "      <td>71.893117</td>\n",
       "      <td>89.186772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-01</th>\n",
       "      <td>55.960078</td>\n",
       "      <td>46.968572</td>\n",
       "      <td>64.951584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-09-01</th>\n",
       "      <td>68.154526</td>\n",
       "      <td>58.805567</td>\n",
       "      <td>77.503486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-12-01</th>\n",
       "      <td>72.340413</td>\n",
       "      <td>62.622228</td>\n",
       "      <td>82.058599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-03-01</th>\n",
       "      <td>82.590958</td>\n",
       "      <td>71.865040</td>\n",
       "      <td>93.316876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-06-01</th>\n",
       "      <td>57.970071</td>\n",
       "      <td>46.876191</td>\n",
       "      <td>69.063952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-01</th>\n",
       "      <td>70.124320</td>\n",
       "      <td>58.652351</td>\n",
       "      <td>81.596288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-12-01</th>\n",
       "      <td>74.270811</td>\n",
       "      <td>62.411397</td>\n",
       "      <td>86.130224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-01</th>\n",
       "      <td>84.482747</td>\n",
       "      <td>71.656575</td>\n",
       "      <td>97.308919</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 mean   pi_lower   pi_upper\n",
       "2014-03-01  67.611126  63.136154  72.086098\n",
       "2014-06-01  42.814763  38.339791  47.289735\n",
       "2014-09-01  54.106522  49.631550  58.581493\n",
       "2014-12-01  57.928391  53.453419  62.403363\n",
       "2015-03-01  68.422102  63.947130  72.897074\n",
       "2015-06-01  47.277959  42.802987  51.752931\n",
       "2015-09-01  58.954914  54.479942  63.429886\n",
       "2015-12-01  63.982406  59.507434  68.457378\n",
       "2016-03-01  75.905512  71.430541  80.380484\n",
       "2016-06-01  51.418335  46.654207  56.182463\n",
       "2016-09-01  63.703618  58.629664  68.777572\n",
       "2016-12-01  67.978523  62.576099  73.380947\n",
       "2017-03-01  78.316305  71.736135  84.896476\n",
       "2017-06-01  53.780912  46.883770  60.678054\n",
       "2017-09-01  66.018944  58.788607  73.249280\n",
       "2017-12-01  70.247542  62.669151  77.825934\n",
       "2018-03-01  80.539944  71.893117  89.186772\n",
       "2018-06-01  55.960078  46.968572  64.951584\n",
       "2018-09-01  68.154526  58.805567  77.503486\n",
       "2018-12-01  72.340413  62.622228  82.058599\n",
       "2019-03-01  82.590958  71.865040  93.316876\n",
       "2019-06-01  57.970071  46.876191  69.063952\n",
       "2019-09-01  70.124320  58.652351  81.596288\n",
       "2019-12-01  74.270811  62.411397  86.130224\n",
       "2020-03-01  84.482747  71.656575  97.308919"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pred.summary_frame(alpha=0.05)\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this case the prediction intervals were calculated using an analytical formula. This is not available for all models. For these other models, prediction intervals are calculated by performing multiple simulations (1000 by default) and using the percentiles of the simulation results. This is done internally by the `get_prediction` method.\n",
    "\n",
    "We can also manually run simulations, e.g. to plot them. Since the data ranges until end of 2015, we have to simulate from the first quarter of 2016 to the first quarter of 2020, which means 17 steps."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "simulated = fit.simulate(anchor=\"end\", nsimulations=17, repetitions=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f680c28a3d0>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(simulated.shape[1]):\n",
    "    simulated.iloc[:,i].plot(label='_', color='gray', alpha=0.1)\n",
    "df[\"mean\"].plot(label='mean prediction')\n",
    "df[\"pi_lower\"].plot(linestyle='--', color='tab:blue', label='95% interval')\n",
    "df[\"pi_upper\"].plot(linestyle='--', color='tab:blue', label='_')\n",
    "pred.endog.plot(label='data')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this case, we chose \"end\" as simulation anchor, which means that the first simulated value will be the first out of sample value. It is also possible to choose other anchor inside the sample."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.6rc1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
